{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e66bb50e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "337e2e8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_file(filename):\n",
    "    data = np.loadtxt(filename, dtype=str, delimiter=',', encoding='utf-8')\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "78786123",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['Date' 'Open' 'High' ... 'Close' 'Adj Close' 'Volume']\n",
      " ['1972-08-25' '0.063477' '0.064697' ... '0.064453' '0.036098' '2508800']\n",
      " ['1972-08-28' '0.064453' '0.064941' ... '0.064209' '0.035962' '972800']\n",
      " ...\n",
      " ['2022-03-31' '148.789993' '150.539993' ... '148.919998' '148.919998'\n",
      "  '9054600']\n",
      " ['2022-04-01' '149.660004' '151.270004' ... '151.009995' '151.009995'\n",
      "  '6978600']\n",
      " ['2022-04-04' '150.910004' '153.199997' ... '151.039993' '151.039993'\n",
      "  '8444200']]\n"
     ]
    }
   ],
   "source": [
    "if __name__ == '__main__':\n",
    "    # 原始数据读入\n",
    "    raw_data = read_file(r'C:\\Users\\30382\\Desktop\\data\\WMT.csv')\n",
    "    print(raw_data)\n",
    "    header = raw_data[0][1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e3c965b2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def specify_data_by_date(data):  # 将数据进一步按照日期分类至年份和月份。\n",
    "    data_by_date = {}\n",
    "    header = list(data[0])\n",
    "    for line in data[1:]:\n",
    "        date = line[0]\n",
    "        year = int(date[:4])\n",
    "        month = int(date[5:7])\n",
    "        value = list(map(float, [x for x in line[1:]]))\n",
    "        if year in data_by_date:\n",
    "            if month in data_by_date[year]:\n",
    "                data_by_date[year][month]['days'] += 1\n",
    "                for x in data_by_date[year][month]:\n",
    "                    if x in header:\n",
    "                        data_by_date[year][month][x] += value[header.index(x) - 1]\n",
    "                        if value[header.index(x) - 1] == 0:\n",
    "                            data_by_date[year][month]['extra_days'] += 1\n",
    "            else:\n",
    "                data_by_date[year][month] = {header[serial_number + 1]: value[serial_number]\n",
    "                                             for serial_number in range(len(value))}\n",
    "                data_by_date[year][month]['days'] = 1\n",
    "                data_by_date[year][month]['extra_days'] = 0\n",
    "        else:\n",
    "            data_by_date[year] = {month: {header[serial_number + 1]: value[serial_number]\n",
    "                                          for serial_number in range(len(value))}}\n",
    "            data_by_date[year][month]['days'] = 1\n",
    "            data_by_date[year][month]['extra_days'] = 0\n",
    "    return data_by_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "303dde9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_mean_value(header, data_by_date):  # 计算每月的平均股票价格和平均每日股票成交量。\n",
    "    for year in data_by_date:  # header为包含所需计算的数据名称的列表。\n",
    "        for month in data_by_date[year]:\n",
    "            for item_name in header:\n",
    "                if item_name == 'Volume':\n",
    "                    data_by_date[year][month][item_name] /= \\\n",
    "                        data_by_date[year][month]['days'] - data_by_date[year][month]['extra_days']\n",
    "                else:\n",
    "                    data_by_date[year][month][item_name] /= data_by_date[year][month]['days']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eb03a121",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_date_by_month(data_by_date):  # 生成一个包含数据中所有月份的列表\n",
    "    date_by_month = ['-'.join([str(x), str(y)]) for x in data_by_date for y in data_by_date[x]]\n",
    "    return date_by_month\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "36abdb52",
   "metadata": {},
   "outputs": [],
   "source": [
    " # 数据预处理\n",
    "data_by_date = specify_data_by_date(raw_data)\n",
    "calculate_mean_value(header, data_by_date)\n",
    "with open(r'C:\\Users\\30382\\Desktop\\data\\data.txt', 'w', encoding='utf-8') as f:\n",
    "    for item in data_by_date.items():\n",
    "        f.write(str(item) + '\\n')\n",
    "date_by_month = generate_date_by_month(data_by_date)\n",
    "date_by_year = [year for year in data_by_date]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "52f3c3e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1972: {8: {'Open': 0.06367199999999999,\n",
       "   'High': 0.06401359999999999,\n",
       "   'Low': 0.0633302,\n",
       "   'Close': 0.0636232,\n",
       "   'Adj Close': 0.03563380000000001,\n",
       "   'Volume': 1341440.0,\n",
       "   'days': 5,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.06093735,\n",
       "   'High': 0.0610472,\n",
       "   'Low': 0.06053465,\n",
       "   'Close': 0.06064445,\n",
       "   'Adj Close': 0.03396535,\n",
       "   'Volume': 849920.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.059931000000000005,\n",
       "   'High': 0.060508000000000006,\n",
       "   'Low': 0.05959254545454546,\n",
       "   'Close': 0.06014745454545454,\n",
       "   'Adj Close': 0.033687090909090917,\n",
       "   'Volume': 2030933.3333333333,\n",
       "   'days': 22,\n",
       "   'extra_days': 1},\n",
       "  11: {'Open': 0.06607670000000002,\n",
       "   'High': 0.06652835,\n",
       "   'Low': 0.06567385,\n",
       "   'Close': 0.06611335000000002,\n",
       "   'Adj Close': 0.03702835,\n",
       "   'Volume': 1277305.2631578948,\n",
       "   'days': 20,\n",
       "   'extra_days': 1},\n",
       "  12: {'Open': 0.06657342105263157,\n",
       "   'High': 0.06692036842105262,\n",
       "   'Low': 0.06607205263157893,\n",
       "   'Close': 0.06668905263157894,\n",
       "   'Adj Close': 0.037350894736842104,\n",
       "   'Volume': 1703073.6842105263,\n",
       "   'days': 19,\n",
       "   'extra_days': 0}},\n",
       " 1973: {1: {'Open': 0.06448814285714284,\n",
       "   'High': 0.06479033333333332,\n",
       "   'Low': 0.06386019047619047,\n",
       "   'Close': 0.06412766666666665,\n",
       "   'Adj Close': 0.03591628571428571,\n",
       "   'Volume': 1290240.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 1},\n",
       "  2: {'Open': 0.060714052631578946,\n",
       "   'High': 0.061112263157894746,\n",
       "   'Low': 0.06040568421052631,\n",
       "   'Close': 0.06076536842105263,\n",
       "   'Adj Close': 0.03403315789473684,\n",
       "   'Volume': 2438736.8421052634,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.05221277272727274,\n",
       "   'High': 0.05265672727272728,\n",
       "   'Low': 0.05112531818181818,\n",
       "   'Close': 0.05161354545454546,\n",
       "   'Adj Close': 0.028907318181818183,\n",
       "   'Volume': 2497163.6363636362,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.043298300000000005,\n",
       "   'High': 0.043505800000000004,\n",
       "   'Low': 0.043054049999999996,\n",
       "   'Close': 0.04331045000000001,\n",
       "   'Adj Close': 0.024257000000000004,\n",
       "   'Volume': 948547.3684210526,\n",
       "   'days': 20,\n",
       "   'extra_days': 1},\n",
       "  5: {'Open': 0.04262472727272727,\n",
       "   'High': 0.04281331818181819,\n",
       "   'Low': 0.04241386363636364,\n",
       "   'Close': 0.04264686363636365,\n",
       "   'Adj Close': 0.023885363636363642,\n",
       "   'Volume': 936960.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 2},\n",
       "  6: {'Open': 0.035028333333333335,\n",
       "   'High': 0.0353654761904762,\n",
       "   'Low': 0.03408676190476191,\n",
       "   'Close': 0.03449361904761905,\n",
       "   'Adj Close': 0.019318857142857145,\n",
       "   'Volume': 4382720.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 1},\n",
       "  7: {'Open': 0.0361792380952381,\n",
       "   'High': 0.03738833333333332,\n",
       "   'Low': 0.035737571428571424,\n",
       "   'Close': 0.036911714285714284,\n",
       "   'Adj Close': 0.020673238095238092,\n",
       "   'Volume': 1146880.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 1},\n",
       "  8: {'Open': 0.041641869565217385,\n",
       "   'High': 0.041928434782608694,\n",
       "   'Low': 0.04116417391304348,\n",
       "   'Close': 0.041408304347826094,\n",
       "   'Adj Close': 0.023191782608695654,\n",
       "   'Volume': 787504.7619047619,\n",
       "   'days': 23,\n",
       "   'extra_days': 2},\n",
       "  9: {'Open': 0.04200494736842106,\n",
       "   'High': 0.04241615789473684,\n",
       "   'Low': 0.04164515789473684,\n",
       "   'Close': 0.04212063157894737,\n",
       "   'Adj Close': 0.02359068421052632,\n",
       "   'Volume': 1471146.6666666667,\n",
       "   'days': 19,\n",
       "   'extra_days': 4},\n",
       "  10: {'Open': 0.044805130434782604,\n",
       "   'High': 0.044996130434782594,\n",
       "   'Low': 0.04466713043478261,\n",
       "   'Close': 0.044836913043478255,\n",
       "   'Adj Close': 0.025111956521739132,\n",
       "   'Volume': 631466.6666666666,\n",
       "   'days': 23,\n",
       "   'extra_days': 2},\n",
       "  11: {'Open': 0.036446714285714284,\n",
       "   'High': 0.03667928571428572,\n",
       "   'Low': 0.03563295238095238,\n",
       "   'Close': 0.035853809523809524,\n",
       "   'Adj Close': 0.020080666666666667,\n",
       "   'Volume': 1955352.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.02744140000000001,\n",
       "   'High': 0.027783100000000005,\n",
       "   'Low': 0.026806650000000005,\n",
       "   'Close': 0.02723385000000001,\n",
       "   'Adj Close': 0.0152529,\n",
       "   'Volume': 1976320.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1974: {1: {'Open': 0.03148295454545454,\n",
       "   'High': 0.03198231818181818,\n",
       "   'Low': 0.03132759090909091,\n",
       "   'Close': 0.03182695454545454,\n",
       "   'Adj Close': 0.017825454545454547,\n",
       "   'Volume': 609523.8095238095,\n",
       "   'days': 22,\n",
       "   'extra_days': 1},\n",
       "  2: {'Open': 0.032496315789473686,\n",
       "   'High': 0.032830421052631585,\n",
       "   'Low': 0.0319952105263158,\n",
       "   'Close': 0.03244494736842105,\n",
       "   'Adj Close': 0.018171684210526312,\n",
       "   'Volume': 1563306.6666666667,\n",
       "   'days': 19,\n",
       "   'extra_days': 4},\n",
       "  3: {'Open': 0.030936238095238097,\n",
       "   'High': 0.031168761904761904,\n",
       "   'Low': 0.030761714285714288,\n",
       "   'Close': 0.030947809523809527,\n",
       "   'Adj Close': 0.01736523809523809,\n",
       "   'Volume': 708266.6666666666,\n",
       "   'days': 21,\n",
       "   'extra_days': 3},\n",
       "  4: {'Open': 0.03130819047619047,\n",
       "   'High': 0.031482666666666666,\n",
       "   'Low': 0.031157047619047615,\n",
       "   'Close': 0.03135466666666666,\n",
       "   'Adj Close': 0.017613809523809525,\n",
       "   'Volume': 382652.63157894736,\n",
       "   'days': 21,\n",
       "   'extra_days': 2},\n",
       "  5: {'Open': 0.0317715,\n",
       "   'High': 0.031949000000000005,\n",
       "   'Low': 0.03152740909090909,\n",
       "   'Close': 0.03182695454545454,\n",
       "   'Adj Close': 0.017879045454545453,\n",
       "   'Volume': 768000.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 3},\n",
       "  6: {'Open': 0.03736574999999999,\n",
       "   'High': 0.0377198,\n",
       "   'Low': 0.03723139999999999,\n",
       "   'Close': 0.03753669999999999,\n",
       "   'Adj Close': 0.02108645,\n",
       "   'Volume': 1963520.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.038075,\n",
       "   'High': 0.03827468181818181,\n",
       "   'Low': 0.03797513636363636,\n",
       "   'Close': 0.038130454545454544,\n",
       "   'Adj Close': 0.021419999999999998,\n",
       "   'Volume': 536252.6315789474,\n",
       "   'days': 22,\n",
       "   'extra_days': 3},\n",
       "  8: {'Open': 0.034057727272727274,\n",
       "   'High': 0.034224136363636366,\n",
       "   'Low': 0.033669363636363636,\n",
       "   'Close': 0.03382472727272727,\n",
       "   'Adj Close': 0.019001363636363636,\n",
       "   'Volume': 533557.8947368421,\n",
       "   'days': 22,\n",
       "   'extra_days': 3},\n",
       "  9: {'Open': 0.029834,\n",
       "   'High': 0.029895049999999996,\n",
       "   'Low': 0.029650799999999998,\n",
       "   'Close': 0.029760699999999994,\n",
       "   'Adj Close': 0.0167557,\n",
       "   'Volume': 548571.4285714285,\n",
       "   'days': 20,\n",
       "   'extra_days': 6},\n",
       "  10: {'Open': 0.02412752173913043,\n",
       "   'High': 0.024329260869565217,\n",
       "   'Low': 0.023883304347826085,\n",
       "   'Close': 0.024106260869565216,\n",
       "   'Adj Close': 0.013583304347826087,\n",
       "   'Volume': 668160.0,\n",
       "   'days': 23,\n",
       "   'extra_days': 3},\n",
       "  11: {'Open': 0.021215800000000007,\n",
       "   'High': 0.021276800000000005,\n",
       "   'Low': 0.020898400000000004,\n",
       "   'Close': 0.02103270000000001,\n",
       "   'Adj Close': 0.011851449999999996,\n",
       "   'Volume': 5754880.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.01818266666666667,\n",
       "   'High': 0.018496666666666665,\n",
       "   'Low': 0.01774076190476191,\n",
       "   'Close': 0.01818266666666667,\n",
       "   'Adj Close': 0.010245476190476189,\n",
       "   'Volume': 1119085.7142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1975: {1: {'Open': 0.024480681818181818,\n",
       "   'High': 0.025202,\n",
       "   'Low': 0.024136681818181818,\n",
       "   'Close': 0.02475813636363636,\n",
       "   'Adj Close': 0.013950636363636365,\n",
       "   'Volume': 1619781.8181818181,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.029502368421052628,\n",
       "   'High': 0.02977226315789473,\n",
       "   'Low': 0.02921973684210526,\n",
       "   'Close': 0.029463842105263153,\n",
       "   'Adj Close': 0.016602315789473684,\n",
       "   'Volume': 1686755.5555555555,\n",
       "   'days': 19,\n",
       "   'extra_days': 1},\n",
       "  3: {'Open': 0.03565695000000001,\n",
       "   'High': 0.03640149999999999,\n",
       "   'Low': 0.03532725,\n",
       "   'Close': 0.03614515,\n",
       "   'Adj Close': 0.020392,\n",
       "   'Volume': 2250240.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.03647672727272727,\n",
       "   'High': 0.03668772727272726,\n",
       "   'Low': 0.0360995,\n",
       "   'Close': 0.036288090909090916,\n",
       "   'Adj Close': 0.020481227272727272,\n",
       "   'Volume': 814545.4545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.03717909523809524,\n",
       "   'High': 0.03789995238095239,\n",
       "   'Low': 0.0369697619047619,\n",
       "   'Close': 0.03741157142857143,\n",
       "   'Adj Close': 0.02111533333333333,\n",
       "   'Volume': 1514057.142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.04536361904761904,\n",
       "   'High': 0.04602623809523809,\n",
       "   'Low': 0.044875476190476195,\n",
       "   'Close': 0.04551480952380952,\n",
       "   'Adj Close': 0.025698190476190468,\n",
       "   'Volume': 2996419.0476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.04916118181818181,\n",
       "   'High': 0.0495939090909091,\n",
       "   'Low': 0.04881704545454545,\n",
       "   'Close': 0.04906131818181818,\n",
       "   'Adj Close': 0.027724181818181814,\n",
       "   'Volume': 1347490.9090909092,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.0459682380952381,\n",
       "   'High': 0.046351857142857146,\n",
       "   'Low': 0.04565438095238094,\n",
       "   'Close': 0.04591009523809524,\n",
       "   'Adj Close': 0.025943523809523805,\n",
       "   'Volume': 1287680.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 1},\n",
       "  9: {'Open': 0.04734000000000001,\n",
       "   'High': 0.04799100000000001,\n",
       "   'Low': 0.046944714285714284,\n",
       "   'Close': 0.04754928571428572,\n",
       "   'Adj Close': 0.02689533333333334,\n",
       "   'Volume': 1311695.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.05377469565217391,\n",
       "   'High': 0.05487860869565218,\n",
       "   'Low': 0.052989260869565194,\n",
       "   'Close': 0.05396573913043478,\n",
       "   'Adj Close': 0.03053134782608696,\n",
       "   'Volume': 2174886.9565217393,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.05897921052631578,\n",
       "   'High': 0.05964742105263157,\n",
       "   'Low': 0.05859378947368422,\n",
       "   'Close': 0.05913342105263158,\n",
       "   'Adj Close': 0.03345510526315789,\n",
       "   'Volume': 3751073.6842105263,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.05402181818181817,\n",
       "   'High': 0.05446572727272727,\n",
       "   'Low': 0.05331154545454544,\n",
       "   'Close': 0.053822045454545435,\n",
       "   'Adj Close': 0.03048572727272727,\n",
       "   'Volume': 734254.5454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1976: {1: {'Open': 0.054501428571428576,\n",
       "   'High': 0.05526895238095236,\n",
       "   'Low': 0.05382714285714287,\n",
       "   'Close': 0.054431761904761906,\n",
       "   'Adj Close': 0.030839904761904752,\n",
       "   'Volume': 2483200.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.054276368421052636,\n",
       "   'High': 0.055304421052631586,\n",
       "   'Low': 0.053736684210526325,\n",
       "   'Close': 0.05461036842105264,\n",
       "   'Adj Close': 0.030940999999999996,\n",
       "   'Volume': 7453642.105263158,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.0612474347826087,\n",
       "   'High': 0.06224530434782609,\n",
       "   'Low': 0.0606954347826087,\n",
       "   'Close': 0.061417304347826086,\n",
       "   'Adj Close': 0.03482108695652174,\n",
       "   'Volume': 2777043.4782608696,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.06091890476190476,\n",
       "   'High': 0.06161642857142858,\n",
       "   'Low': 0.06008195238095236,\n",
       "   'Close': 0.06080257142857143,\n",
       "   'Adj Close': 0.03449342857142857,\n",
       "   'Volume': 1828571.4285714286,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.057202050000000004,\n",
       "   'High': 0.05754395000000001,\n",
       "   'Low': 0.05681135,\n",
       "   'Close': 0.0571533,\n",
       "   'Adj Close': 0.0324231,\n",
       "   'Volume': 1347840.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.05300090909090907,\n",
       "   'High': 0.053844136363636344,\n",
       "   'Low': 0.051935590909090903,\n",
       "   'Close': 0.053111909090909085,\n",
       "   'Adj Close': 0.030145909090909098,\n",
       "   'Volume': 3596800.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.05133942857142858,\n",
       "   'High': 0.05185085714285714,\n",
       "   'Low': 0.05057204761904762,\n",
       "   'Close': 0.05094414285714286,\n",
       "   'Adj Close': 0.028941952380952388,\n",
       "   'Volume': 3029333.3333333335,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.05308945454545455,\n",
       "   'High': 0.053910636363636355,\n",
       "   'Low': 0.052734363636363635,\n",
       "   'Close': 0.05344454545454546,\n",
       "   'Adj Close': 0.030362681818181816,\n",
       "   'Volume': 3528145.4545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.05861709523809523,\n",
       "   'High': 0.059267999999999994,\n",
       "   'Low': 0.05815204761904762,\n",
       "   'Close': 0.05868671428571427,\n",
       "   'Adj Close': 0.03338085714285714,\n",
       "   'Volume': 2609980.9523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.05736147619047618,\n",
       "   'High': 0.05777995238095239,\n",
       "   'Low': 0.05680342857142857,\n",
       "   'Close': 0.05722195238095237,\n",
       "   'Adj Close': 0.032551857142857146,\n",
       "   'Volume': 2486857.1428571427,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.05957024999999998,\n",
       "   'High': 0.060302749999999995,\n",
       "   'Low': 0.058911050000000006,\n",
       "   'Close': 0.05976559999999999,\n",
       "   'Adj Close': 0.03399895000000001,\n",
       "   'Volume': 3342080.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.059414999999999996,\n",
       "   'High': 0.059969954545454535,\n",
       "   'Low': 0.058860090909090924,\n",
       "   'Close': 0.05943727272727272,\n",
       "   'Adj Close': 0.03385513636363636,\n",
       "   'Volume': 1916509.0909090908,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1977: {1: {'Open': 0.056082714285714264,\n",
       "   'High': 0.05640814285714286,\n",
       "   'Low': 0.05540838095238096,\n",
       "   'Close': 0.05585009523809525,\n",
       "   'Adj Close': 0.03182400000000001,\n",
       "   'Volume': 1929752.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.05291431578947369,\n",
       "   'High': 0.05329984210526315,\n",
       "   'Low': 0.052426000000000014,\n",
       "   'Close': 0.05286294736842106,\n",
       "   'Adj Close': 0.03012168421052631,\n",
       "   'Volume': 1269221.0526315789,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.05419926086956522,\n",
       "   'High': 0.05473004347826089,\n",
       "   'Low': 0.05371095652173914,\n",
       "   'Close': 0.05419917391304348,\n",
       "   'Adj Close': 0.030904217391304348,\n",
       "   'Volume': 1550469.5652173914,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.05117195000000001,\n",
       "   'High': 0.051635850000000004,\n",
       "   'Low': 0.05063475000000002,\n",
       "   'Close': 0.05085455000000001,\n",
       "   'Adj Close': 0.029027499999999994,\n",
       "   'Volume': 1777920.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.050455714285714284,\n",
       "   'High': 0.050944,\n",
       "   'Low': 0.04989771428571429,\n",
       "   'Close': 0.050688285714285714,\n",
       "   'Adj Close': 0.02893247619047619,\n",
       "   'Volume': 1666438.0952380951,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.055619727272727265,\n",
       "   'High': 0.05608581818181817,\n",
       "   'Low': 0.05530904545454545,\n",
       "   'Close': 0.0557750909090909,\n",
       "   'Adj Close': 0.03187672727272727,\n",
       "   'Volume': 1810618.1818181819,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.056640684210526315,\n",
       "   'High': 0.05720600000000001,\n",
       "   'Low': 0.056358052631578955,\n",
       "   'Close': 0.05671773684210526,\n",
       "   'Adj Close': 0.03247442105263158,\n",
       "   'Volume': 2103242.1052631577,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.060589347826086944,\n",
       "   'High': 0.0610988260869565,\n",
       "   'Low': 0.06010108695652173,\n",
       "   'Close': 0.060737956521739134,\n",
       "   'Adj Close': 0.03477626086956522,\n",
       "   'Volume': 1450295.652173913,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.06194190476190477,\n",
       "   'High': 0.0625464761904762,\n",
       "   'Low': 0.06150014285714285,\n",
       "   'Close': 0.062267333333333334,\n",
       "   'Adj Close': 0.035747666666666664,\n",
       "   'Volume': 2588038.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.06677819047619048,\n",
       "   'High': 0.06742933333333331,\n",
       "   'Low': 0.06612723809523813,\n",
       "   'Close': 0.06689447619047618,\n",
       "   'Adj Close': 0.03840938095238095,\n",
       "   'Volume': 3025676.1904761903,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.06977771428571428,\n",
       "   'High': 0.07059166666666665,\n",
       "   'Low': 0.06914990476190476,\n",
       "   'Close': 0.07017304761904762,\n",
       "   'Adj Close': 0.04031580952380953,\n",
       "   'Volume': 3573028.5714285714,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.07768338095238095,\n",
       "   'High': 0.07863652380952382,\n",
       "   'Low': 0.0770787619047619,\n",
       "   'Close': 0.07798557142857143,\n",
       "   'Adj Close': 0.044883238095238094,\n",
       "   'Volume': 5649066.666666667,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1978: {1: {'Open': 0.07168447619047619,\n",
       "   'High': 0.0723354761904762,\n",
       "   'Low': 0.07075438095238094,\n",
       "   'Close': 0.07154495238095238,\n",
       "   'Adj Close': 0.04117619047619048,\n",
       "   'Volume': 2207695.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.07534952631578946,\n",
       "   'High': 0.07612047368421053,\n",
       "   'Low': 0.07460426315789474,\n",
       "   'Close': 0.0754523157894737,\n",
       "   'Adj Close': 0.043425000000000005,\n",
       "   'Volume': 3361684.210526316,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.07437418181818183,\n",
       "   'High': 0.07530636363636364,\n",
       "   'Low': 0.07337536363636363,\n",
       "   'Close': 0.07426318181818183,\n",
       "   'Adj Close': 0.0428008181818182,\n",
       "   'Volume': 5124654.545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.07868665,\n",
       "   'High': 0.08032235,\n",
       "   'Low': 0.0781739,\n",
       "   'Close': 0.07941904999999999,\n",
       "   'Adj Close': 0.04585144999999999,\n",
       "   'Volume': 4491520.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.09317286363636362,\n",
       "   'High': 0.09472654545454545,\n",
       "   'Low': 0.09195222727272728,\n",
       "   'Close': 0.09341709090909091,\n",
       "   'Adj Close': 0.05393295454545454,\n",
       "   'Volume': 5867054.545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.0925736818181818,\n",
       "   'High': 0.09326168181818181,\n",
       "   'Low': 0.09188577272727273,\n",
       "   'Close': 0.09241836363636362,\n",
       "   'Adj Close': 0.053412454545454534,\n",
       "   'Volume': 3219781.8181818184,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.090796,\n",
       "   'High': 0.09165034999999999,\n",
       "   'Low': 0.09047854999999999,\n",
       "   'Close': 0.09128420000000001,\n",
       "   'Adj Close': 0.052824,\n",
       "   'Volume': 2570240.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.10251786956521736,\n",
       "   'High': 0.10353686956521739,\n",
       "   'Low': 0.10166886956521737,\n",
       "   'Close': 0.10281508695652174,\n",
       "   'Adj Close': 0.059496608695652174,\n",
       "   'Volume': 4383165.217391305,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.1064209,\n",
       "   'High': 0.10727545000000001,\n",
       "   'Low': 0.10556639999999999,\n",
       "   'Close': 0.10629884999999999,\n",
       "   'Adj Close': 0.061637100000000014,\n",
       "   'Volume': 2365440.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.10247250000000001,\n",
       "   'High': 0.10338249999999999,\n",
       "   'Low': 0.10023095454545455,\n",
       "   'Close': 0.10187331818181819,\n",
       "   'Adj Close': 0.059070909090909084,\n",
       "   'Volume': 3318690.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.08649542857142858,\n",
       "   'High': 0.0877975238095238,\n",
       "   'Low': 0.0854957619047619,\n",
       "   'Close': 0.08658861904761904,\n",
       "   'Adj Close': 0.05020819047619048,\n",
       "   'Volume': 2746514.285714286,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.08898924999999999,\n",
       "   'High': 0.08981929999999999,\n",
       "   'Low': 0.0881347,\n",
       "   'Close': 0.0891113,\n",
       "   'Adj Close': 0.05176725,\n",
       "   'Volume': 2972160.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1979: {1: {'Open': 0.09321745454545455,\n",
       "   'High': 0.09397200000000003,\n",
       "   'Low': 0.09268472727272728,\n",
       "   'Close': 0.093284,\n",
       "   'Adj Close': 0.05422454545454546,\n",
       "   'Volume': 3081309.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.0905117894736842,\n",
       "   'High': 0.09120578947368421,\n",
       "   'Low': 0.08989510526315789,\n",
       "   'Close': 0.09071742105263156,\n",
       "   'Adj Close': 0.05273263157894735,\n",
       "   'Volume': 1443031.5789473683,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.094771,\n",
       "   'High': 0.09519268181818184,\n",
       "   'Low': 0.09432718181818184,\n",
       "   'Close': 0.09488200000000001,\n",
       "   'Adj Close': 0.05523140909090909,\n",
       "   'Volume': 1802971.4285714286,\n",
       "   'days': 22,\n",
       "   'extra_days': 1},\n",
       "  4: {'Open': 0.10095214999999999,\n",
       "   'High': 0.10173349999999999,\n",
       "   'Low': 0.10046389999999998,\n",
       "   'Close': 0.10129395,\n",
       "   'Adj Close': 0.05906435000000001,\n",
       "   'Volume': 3532800.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.10207304545454544,\n",
       "   'High': 0.10280545454545452,\n",
       "   'Low': 0.10151809090909092,\n",
       "   'Close': 0.10213963636363638,\n",
       "   'Adj Close': 0.05955754545454544,\n",
       "   'Volume': 2117485.714285714,\n",
       "   'days': 22,\n",
       "   'extra_days': 1},\n",
       "  6: {'Open': 0.10163233333333335,\n",
       "   'High': 0.10221361904761907,\n",
       "   'Low': 0.10121380952380953,\n",
       "   'Close': 0.10160904761904763,\n",
       "   'Adj Close': 0.05928785714285715,\n",
       "   'Volume': 1366552.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.10009771428571429,\n",
       "   'High': 0.1008417142857143,\n",
       "   'Low': 0.09940019047619046,\n",
       "   'Close': 0.10023719047619048,\n",
       "   'Adj Close': 0.05861566666666666,\n",
       "   'Volume': 2171123.8095238097,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.11646565217391305,\n",
       "   'High': 0.11814026086956521,\n",
       "   'Low': 0.11601986956521737,\n",
       "   'Close': 0.11767573913043478,\n",
       "   'Adj Close': 0.06882056521739131,\n",
       "   'Volume': 2396382.6086956523,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.12605363157894733,\n",
       "   'High': 0.12674752631578948,\n",
       "   'Low': 0.12482005263157894,\n",
       "   'Close': 0.12574526315789472,\n",
       "   'Adj Close': 0.07369347368421049,\n",
       "   'Volume': 1855326.3157894737,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.11648695652173915,\n",
       "   'High': 0.11716621739130438,\n",
       "   'Low': 0.11517065217391308,\n",
       "   'Close': 0.11623221739130438,\n",
       "   'Adj Close': 0.0681183043478261,\n",
       "   'Volume': 4705947.826086956,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.12055895238095238,\n",
       "   'High': 0.12167499999999999,\n",
       "   'Low': 0.11990790476190474,\n",
       "   'Close': 0.1211635238095238,\n",
       "   'Adj Close': 0.07100828571428572,\n",
       "   'Volume': 1770057.142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.13698720000000003,\n",
       "   'High': 0.13793935,\n",
       "   'Low': 0.13603510000000002,\n",
       "   'Close': 0.13708484999999998,\n",
       "   'Adj Close': 0.08046425,\n",
       "   'Volume': 1306880.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1980: {1: {'Open': 0.13374463636363637,\n",
       "   'High': 0.135032,\n",
       "   'Low': 0.13279027272727273,\n",
       "   'Close': 0.13385563636363634,\n",
       "   'Adj Close': 0.07861022727272729,\n",
       "   'Volume': 1775709.0909090908,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.13293444999999998,\n",
       "   'High': 0.1333496,\n",
       "   'Low': 0.13178705,\n",
       "   'Close': 0.1326904,\n",
       "   'Adj Close': 0.07792584999999999,\n",
       "   'Volume': 919040.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.11628066666666667,\n",
       "   'High': 0.11695490476190477,\n",
       "   'Low': 0.114839,\n",
       "   'Close': 0.11588542857142856,\n",
       "   'Adj Close': 0.0680782857142857,\n",
       "   'Volume': 3730285.714285714,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.12055890476190474,\n",
       "   'High': 0.121768,\n",
       "   'Low': 0.11986142857142858,\n",
       "   'Close': 0.12118671428571429,\n",
       "   'Adj Close': 0.07141671428571429,\n",
       "   'Volume': 1698133.3333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.1318591428571429,\n",
       "   'High': 0.13274285714285716,\n",
       "   'Low': 0.13097557142857147,\n",
       "   'Close': 0.13216147619047622,\n",
       "   'Adj Close': 0.07788414285714285,\n",
       "   'Volume': 4361752.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.14439176190476188,\n",
       "   'High': 0.1457868571428571,\n",
       "   'Low': 0.1437175238095238,\n",
       "   'Close': 0.14518228571428568,\n",
       "   'Adj Close': 0.08567942857142859,\n",
       "   'Volume': 3928990.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.1604671363636364,\n",
       "   'High': 0.16230918181818185,\n",
       "   'Low': 0.15962372727272725,\n",
       "   'Close': 0.16137704545454548,\n",
       "   'Adj Close': 0.09535149999999999,\n",
       "   'Volume': 2546036.3636363638,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.1818034285714286,\n",
       "   'High': 0.18373328571428574,\n",
       "   'Low': 0.18033866666666665,\n",
       "   'Close': 0.18226847619047618,\n",
       "   'Adj Close': 0.10770638095238094,\n",
       "   'Volume': 2772114.285714286,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.19975361904761904,\n",
       "   'High': 0.2014044761904762,\n",
       "   'Low': 0.1983584761904762,\n",
       "   'Close': 0.20031157142857142,\n",
       "   'Adj Close': 0.11859942857142856,\n",
       "   'Volume': 2812342.8571428573,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.2059698260869565,\n",
       "   'High': 0.20734982608695648,\n",
       "   'Low': 0.20465360869565216,\n",
       "   'Close': 0.20618217391304347,\n",
       "   'Adj Close': 0.12207521739130431,\n",
       "   'Volume': 2236104.347826087,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.20884883333333332,\n",
       "   'High': 0.21047638888888892,\n",
       "   'Low': 0.20808927777777783,\n",
       "   'Close': 0.20985249999999997,\n",
       "   'Adj Close': 0.12424833333333332,\n",
       "   'Volume': 4303644.444444444,\n",
       "   'days': 18,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.2138450454545454,\n",
       "   'High': 0.2162199090909091,\n",
       "   'Low': 0.21195854545454546,\n",
       "   'Close': 0.21428890909090906,\n",
       "   'Adj Close': 0.1270148636363636,\n",
       "   'Volume': 2677527.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1981: {1: {'Open': 0.24879095238095233,\n",
       "   'High': 0.25274371428571424,\n",
       "   'Low': 0.24469871428571427,\n",
       "   'Close': 0.24888399999999994,\n",
       "   'Adj Close': 0.14790814285714285,\n",
       "   'Volume': 2036419.0476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.24475742105263157,\n",
       "   'High': 0.2480982631578947,\n",
       "   'Low': 0.24121099999999998,\n",
       "   'Close': 0.24511710526315786,\n",
       "   'Adj Close': 0.14566957894736837,\n",
       "   'Volume': 2024421.0526315789,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.2652255909090909,\n",
       "   'High': 0.26797763636363636,\n",
       "   'Low': 0.2636275454545455,\n",
       "   'Close': 0.26655731818181816,\n",
       "   'Adj Close': 0.15849636363636363,\n",
       "   'Volume': 2466327.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.287435,\n",
       "   'High': 0.2909228571428571,\n",
       "   'Low': 0.2849702380952381,\n",
       "   'Close': 0.28845809523809524,\n",
       "   'Adj Close': 0.1717454761904762,\n",
       "   'Volume': 2312533.3333333335,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.29814450000000003,\n",
       "   'High': 0.30063475000000006,\n",
       "   'Low': 0.29575205000000004,\n",
       "   'Close': 0.2984375,\n",
       "   'Adj Close': 0.17768699999999998,\n",
       "   'Volume': 2243200.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.2968751363636363,\n",
       "   'High': 0.29887259090909085,\n",
       "   'Low': 0.29465563636363634,\n",
       "   'Close': 0.2968751363636363,\n",
       "   'Adj Close': 0.17690436363636364,\n",
       "   'Volume': 2680436.3636363638,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.28231531818181826,\n",
       "   'High': 0.28426854545454544,\n",
       "   'Low': 0.27947440909090915,\n",
       "   'Close': 0.28213781818181816,\n",
       "   'Adj Close': 0.1682628181818182,\n",
       "   'Volume': 3251200.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.29506138095238094,\n",
       "   'High': 0.2974795238095238,\n",
       "   'Low': 0.2920387619047619,\n",
       "   'Close': 0.2946427619047619,\n",
       "   'Adj Close': 0.1757350952380953,\n",
       "   'Volume': 2959847.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.27176347619047614,\n",
       "   'High': 0.2757161904761904,\n",
       "   'Low': 0.2686012857142857,\n",
       "   'Close': 0.2731585714285714,\n",
       "   'Adj Close': 0.16320471428571426,\n",
       "   'Volume': 3293866.6666666665,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.30539777272727275,\n",
       "   'High': 0.30814981818181814,\n",
       "   'Low': 0.3030451818181819,\n",
       "   'Close': 0.3062855454545455,\n",
       "   'Adj Close': 0.1849055909090909,\n",
       "   'Volume': 4091345.4545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.3303221,\n",
       "   'High': 0.33447255,\n",
       "   'Low': 0.32792965,\n",
       "   'Close': 0.33188470000000003,\n",
       "   'Adj Close': 0.20056235000000006,\n",
       "   'Volume': 2222720.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.33318531818181824,\n",
       "   'High': 0.33447254545454547,\n",
       "   'Low': 0.33047759090909096,\n",
       "   'Close': 0.33305209090909094,\n",
       "   'Adj Close': 0.2012678181818182,\n",
       "   'Volume': 1758836.3636363635,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1982: {1: {'Open': 0.31313480000000005,\n",
       "   'High': 0.31567375000000003,\n",
       "   'Low': 0.31005869999999996,\n",
       "   'Close': 0.31245124999999996,\n",
       "   'Adj Close': 0.18881835,\n",
       "   'Volume': 3284480.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.3315685789473684,\n",
       "   'High': 0.3342927368421053,\n",
       "   'Low': 0.32848478947368415,\n",
       "   'Close': 0.3315686842105264,\n",
       "   'Adj Close': 0.2003714210526316,\n",
       "   'Volume': 3146778.947368421,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.3269362608695652,\n",
       "   'High': 0.3298234782608695,\n",
       "   'Low': 0.3233697391304347,\n",
       "   'Close': 0.3271061304347826,\n",
       "   'Adj Close': 0.19780960869565214,\n",
       "   'Volume': 5940869.565217392,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.3840680952380952,\n",
       "   'High': 0.38755590476190477,\n",
       "   'Low': 0.3800224285714286,\n",
       "   'Close': 0.38476561904761897,\n",
       "   'Adj Close': 0.23301814285714284,\n",
       "   'Volume': 4972495.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 0.39414065000000004,\n",
       "   'High': 0.39643550000000005,\n",
       "   'Low': 0.3913086,\n",
       "   'Close': 0.3937988,\n",
       "   'Adj Close': 0.23848875000000005,\n",
       "   'Volume': 3709440.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 0.3918679090909091,\n",
       "   'High': 0.39413172727272733,\n",
       "   'Low': 0.3890270454545453,\n",
       "   'Close': 0.3920011818181818,\n",
       "   'Adj Close': 0.23764127272727276,\n",
       "   'Volume': 3396072.727272727,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 0.41582961904761906,\n",
       "   'High': 0.42154957142857147,\n",
       "   'Low': 0.4099702857142857,\n",
       "   'Close': 0.41624809523809525,\n",
       "   'Adj Close': 0.2525445238095238,\n",
       "   'Volume': 12647009.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 0.4381215454545455,\n",
       "   'High': 0.44540136363636357,\n",
       "   'Low': 0.42986518181818173,\n",
       "   'Close': 0.43687859090909087,\n",
       "   'Adj Close': 0.26510077272727267,\n",
       "   'Volume': 7713163.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 0.5349702380952381,\n",
       "   'High': 0.5409226190476191,\n",
       "   'Low': 0.5281810476190476,\n",
       "   'Close': 0.5360863809523808,\n",
       "   'Adj Close': 0.32573280952380956,\n",
       "   'Volume': 6110476.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 0.6030507142857143,\n",
       "   'High': 0.611049142857143,\n",
       "   'Low': 0.5942149999999999,\n",
       "   'Close': 0.6039806666666667,\n",
       "   'Adj Close': 0.3669862857142857,\n",
       "   'Volume': 5331200.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 0.6807105714285713,\n",
       "   'High': 0.6886161428571429,\n",
       "   'Low': 0.6720611428571428,\n",
       "   'Close': 0.6825707142857143,\n",
       "   'Adj Close': 0.4147386190476191,\n",
       "   'Volume': 4629942.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 0.7779652727272729,\n",
       "   'High': 0.7906606363636365,\n",
       "   'Low': 0.7641158181818182,\n",
       "   'Close': 0.7776989545454547,\n",
       "   'Adj Close': 0.47287549999999984,\n",
       "   'Volume': 5903127.2727272725,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1983: {1: {'Open': 0.7249814761904761,\n",
       "   'High': 0.7366071904761905,\n",
       "   'Low': 0.712425761904762,\n",
       "   'Close': 0.7246093333333333,\n",
       "   'Adj Close': 0.4406650476190476,\n",
       "   'Volume': 9852647.61904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 0.7495888947368422,\n",
       "   'High': 0.7574014210526316,\n",
       "   'Low': 0.7406456315789474,\n",
       "   'Close': 0.7492805263157896,\n",
       "   'Adj Close': 0.4556685789473685,\n",
       "   'Volume': 6730105.263157895,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 0.855723652173913,\n",
       "   'High': 0.8654891739130434,\n",
       "   'Low': 0.8461278260869564,\n",
       "   'Close': 0.8569973913043477,\n",
       "   'Adj Close': 0.5214869130434784,\n",
       "   'Volume': 6256417.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 0.9356445999999998,\n",
       "   'High': 0.9479493,\n",
       "   'Low': 0.9268555,\n",
       "   'Close': 0.9403320999999998,\n",
       "   'Adj Close': 0.5725956500000001,\n",
       "   'Volume': 5027200.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 1.0667784285714286,\n",
       "   'High': 1.0835194761904763,\n",
       "   'Low': 1.0584078095238094,\n",
       "   'Close': 1.0763579523809523,\n",
       "   'Adj Close': 0.6554256666666668,\n",
       "   'Volume': 7225600.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 1.2234553636363634,\n",
       "   'High': 1.2423651363636363,\n",
       "   'Low': 1.2118253181818182,\n",
       "   'Close': 1.228426909090909,\n",
       "   'Adj Close': 0.7484139545454546,\n",
       "   'Volume': 6948363.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 1.32714855,\n",
       "   'High': 1.3530274999999998,\n",
       "   'Low': 1.30175785,\n",
       "   'Close': 1.32509775,\n",
       "   'Adj Close': 0.8075833500000001,\n",
       "   'Volume': 5899680.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 1.2702107391304345,\n",
       "   'High': 1.2914403913043475,\n",
       "   'Low': 1.2430367391304349,\n",
       "   'Close': 1.2681726956521735,\n",
       "   'Adj Close': 0.7729788695652174,\n",
       "   'Volume': 7971756.521739131,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 1.2256326666666666,\n",
       "   'High': 1.2433037142857142,\n",
       "   'Low': 1.2103796666666664,\n",
       "   'Close': 1.2245165714285713,\n",
       "   'Adj Close': 0.7469676666666664,\n",
       "   'Volume': 4926933.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 1.3059897142857142,\n",
       "   'High': 1.322730761904762,\n",
       "   'Low': 1.2896206666666665,\n",
       "   'Close': 1.3026415238095237,\n",
       "   'Adj Close': 0.7946246666666665,\n",
       "   'Volume': 5188571.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 1.3126862857142856,\n",
       "   'High': 1.3281251904761906,\n",
       "   'Low': 1.3007814285714285,\n",
       "   'Close': 1.3167784285714288,\n",
       "   'Adj Close': 0.8032484285714286,\n",
       "   'Volume': 4771047.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 1.2274927619047618,\n",
       "   'High': 1.2421876666666667,\n",
       "   'Low': 1.2085195714285715,\n",
       "   'Close': 1.2258185238095238,\n",
       "   'Adj Close': 0.7483173333333334,\n",
       "   'Volume': 6314666.666666667,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1984: {1: {'Open': 1.1575521904761903,\n",
       "   'High': 1.169457,\n",
       "   'Low': 1.1393231904761905,\n",
       "   'Close': 1.1515998095238096,\n",
       "   'Adj Close': 0.7031011428571429,\n",
       "   'Volume': 7775238.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 1.0169924,\n",
       "   'High': 1.0306642499999998,\n",
       "   'Low': 0.9947267499999999,\n",
       "   'Close': 1.0128908499999998,\n",
       "   'Adj Close': 0.6184134,\n",
       "   'Volume': 6771040.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 1.0541549999999997,\n",
       "   'High': 1.0687146363636364,\n",
       "   'Low': 1.0388849545454546,\n",
       "   'Close': 1.0568182727272726,\n",
       "   'Adj Close': 0.6456622727272727,\n",
       "   'Volume': 7193454.545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 1.0550782999999997,\n",
       "   'High': 1.0699220999999999,\n",
       "   'Low': 1.0425784,\n",
       "   'Close': 1.0570313000000002,\n",
       "   'Adj Close': 0.6463199,\n",
       "   'Volume': 5449760.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 1.115057,\n",
       "   'High': 1.1299716818181818,\n",
       "   'Low': 1.1031606363636361,\n",
       "   'Close': 1.1143465454545454,\n",
       "   'Adj Close': 0.6813650454545456,\n",
       "   'Volume': 5917672.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 1.2163319047619046,\n",
       "   'High': 1.2354912857142857,\n",
       "   'Low': 1.204427238095238,\n",
       "   'Close': 1.2207962857142853,\n",
       "   'Adj Close': 0.7470007142857144,\n",
       "   'Volume': 8963809.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 1.2721354761904762,\n",
       "   'High': 1.2847843333333333,\n",
       "   'Low': 1.2607888095238096,\n",
       "   'Close': 1.2721355714285714,\n",
       "   'Adj Close': 0.7789178571428572,\n",
       "   'Volume': 4997942.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 1.3573370869565216,\n",
       "   'High': 1.3790762173913043,\n",
       "   'Low': 1.339843913043478,\n",
       "   'Close': 1.3590354347826086,\n",
       "   'Adj Close': 0.8323030434782609,\n",
       "   'Volume': 8111026.0869565215,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 1.377672894736842,\n",
       "   'High': 1.3867188421052632,\n",
       "   'Low': 1.3688322631578946,\n",
       "   'Close': 1.3774672631578948,\n",
       "   'Adj Close': 0.8444386842105264,\n",
       "   'Volume': 4813305.263157895,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 1.3160666956521738,\n",
       "   'High': 1.3305029130434785,\n",
       "   'Low': 1.3018004347826087,\n",
       "   'Close': 1.3130096956521737,\n",
       "   'Adj Close': 0.8049235652173914,\n",
       "   'Volume': 5104417.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 1.2942709523809524,\n",
       "   'High': 1.307105761904762,\n",
       "   'Low': 1.2829242857142855,\n",
       "   'Close': 1.2933409047619047,\n",
       "   'Adj Close': 0.7928659523809524,\n",
       "   'Volume': 4963047.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 1.23496115,\n",
       "   'High': 1.2441407500000001,\n",
       "   'Low': 1.2212891999999997,\n",
       "   'Close': 1.2326174,\n",
       "   'Adj Close': 0.75649165,\n",
       "   'Volume': 7630560.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1985: {1: {'Open': 1.318714590909091,\n",
       "   'High': 1.3373582272727271,\n",
       "   'Low': 1.308061318181818,\n",
       "   'Close': 1.323863681818182,\n",
       "   'Adj Close': 0.8127185454545455,\n",
       "   'Volume': 9667927.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 1.4325659999999998,\n",
       "   'High': 1.4471629473684209,\n",
       "   'Low': 1.4152962105263158,\n",
       "   'Close': 1.4307156315789475,\n",
       "   'Adj Close': 0.878315105263158,\n",
       "   'Volume': 10100378.94736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 1.4051339999999999,\n",
       "   'High': 1.416666857142857,\n",
       "   'Low': 1.3924852857142858,\n",
       "   'Close': 1.4034600476190473,\n",
       "   'Adj Close': 0.8622160476190476,\n",
       "   'Volume': 5633371.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 1.4521951428571425,\n",
       "   'High': 1.4600076190476188,\n",
       "   'Low': 1.4384301428571427,\n",
       "   'Close': 1.450707,\n",
       "   'Adj Close': 0.8919715714285714,\n",
       "   'Volume': 5046400.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 1.5403054999999997,\n",
       "   'High': 1.5562855909090907,\n",
       "   'Low': 1.525923409090909,\n",
       "   'Close': 1.5438566818181818,\n",
       "   'Adj Close': 0.9492449090909093,\n",
       "   'Volume': 5770181.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 1.6896486,\n",
       "   'High': 1.7054687999999998,\n",
       "   'Low': 1.6779297499999999,\n",
       "   'Close': 1.6917969499999999,\n",
       "   'Adj Close': 1.0408901499999998,\n",
       "   'Volume': 5551040.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 1.5994319545454543,\n",
       "   'High': 1.6099078636363635,\n",
       "   'Low': 1.5754617272727272,\n",
       "   'Close': 1.5933950454545451,\n",
       "   'Adj Close': 0.9809947727272729,\n",
       "   'Volume': 10154618.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 1.5745740909090906,\n",
       "   'High': 1.585049909090909,\n",
       "   'Low': 1.5614347727272724,\n",
       "   'Close': 1.5742189090909091,\n",
       "   'Adj Close': 0.9694379545454546,\n",
       "   'Volume': 4812363.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 1.5590050526315788,\n",
       "   'High': 1.5686679473684209,\n",
       "   'Low': 1.5456415789473685,\n",
       "   'Close': 1.553454157894737,\n",
       "   'Adj Close': 0.9577330526315789,\n",
       "   'Volume': 4674189.47368421,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 1.6353601739130432,\n",
       "   'High': 1.6562501739130433,\n",
       "   'Low': 1.617017869565217,\n",
       "   'Close': 1.640625217391304,\n",
       "   'Adj Close': 1.011475652173913,\n",
       "   'Volume': 4455095.652173913,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 1.7554689999999997,\n",
       "   'High': 1.7839846499999996,\n",
       "   'Low': 1.7437502999999996,\n",
       "   'Close': 1.7691408999999996,\n",
       "   'Adj Close': 1.0907073999999999,\n",
       "   'Volume': 5171360.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 1.9449406666666664,\n",
       "   'High': 1.980283,\n",
       "   'Low': 1.9274555238095237,\n",
       "   'Close': 1.957961476190476,\n",
       "   'Adj Close': 1.2082689047619046,\n",
       "   'Volume': 6536533.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1986: {1: {'Open': 1.9275569999999995,\n",
       "   'High': 1.953480409090909,\n",
       "   'Low': 1.8984378181818178,\n",
       "   'Close': 1.9222302727272724,\n",
       "   'Adj Close': 1.1864707727272725,\n",
       "   'Volume': 5554400.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 2.007812789473684,\n",
       "   'High': 2.033306105263158,\n",
       "   'Low': 1.979029842105263,\n",
       "   'Close': 2.0098686315789474,\n",
       "   'Adj Close': 1.2405646842105262,\n",
       "   'Volume': 8942484.210526315,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 2.3539064499999993,\n",
       "   'High': 2.4027346499999997,\n",
       "   'Low': 2.3203126999999997,\n",
       "   'Close': 2.3714846999999994,\n",
       "   'Adj Close': 1.4644968,\n",
       "   'Volume': 8053200.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 2.5337360909090907,\n",
       "   'High': 2.566761545454545,\n",
       "   'Low': 2.495383681818182,\n",
       "   'Close': 2.5358666818181814,\n",
       "   'Adj Close': 1.5669274090909087,\n",
       "   'Volume': 5142545.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 2.687872333333333,\n",
       "   'High': 2.740699571428571,\n",
       "   'Low': 2.6573662857142852,\n",
       "   'Close': 2.7083336190476186,\n",
       "   'Adj Close': 1.6734959047619047,\n",
       "   'Volume': 7790095.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 3.0758929999999998,\n",
       "   'High': 3.1097472380952382,\n",
       "   'Low': 3.0479912857142852,\n",
       "   'Close': 3.0848216190476188,\n",
       "   'Adj Close': 1.9070228095238098,\n",
       "   'Volume': 6653333.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 3.0213070454545448,\n",
       "   'High': 3.0692473181818176,\n",
       "   'Low': 2.9659093181818177,\n",
       "   'Close': 3.0142048181818173,\n",
       "   'Adj Close': 1.8641386363636365,\n",
       "   'Volume': 8440000.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 2.8809526190476187,\n",
       "   'High': 2.9062502380952377,\n",
       "   'Low': 2.8363098095238093,\n",
       "   'Close': 2.8761162857142857,\n",
       "   'Adj Close': 1.7790666190476192,\n",
       "   'Volume': 5981104.761904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 2.706101333333333,\n",
       "   'High': 2.7399556190476186,\n",
       "   'Low': 2.6469496666666665,\n",
       "   'Close': 2.681919809523809,\n",
       "   'Adj Close': 1.660230714285714,\n",
       "   'Volume': 8098819.047619048,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 2.756793565217391,\n",
       "   'High': 2.791780173913043,\n",
       "   'Low': 2.718750173913043,\n",
       "   'Close': 2.7601904347826083,\n",
       "   'Adj Close': 1.7086837391304344,\n",
       "   'Volume': 4169113.0434782607,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 2.8482732631578944,\n",
       "   'High': 2.885279789473684,\n",
       "   'Low': 2.817845684210526,\n",
       "   'Close': 2.8569081578947366,\n",
       "   'Adj Close': 1.7685562105263157,\n",
       "   'Volume': 5548463.157894737,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 2.9517046818181814,\n",
       "   'High': 2.981179136363636,\n",
       "   'Low': 2.9165485909090902,\n",
       "   'Close': 2.959162136363636,\n",
       "   'Adj Close': 1.8331752272727273,\n",
       "   'Volume': 6174036.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1987: {1: {'Open': 3.036458523809524,\n",
       "   'High': 3.0777531428571425,\n",
       "   'Low': 3.0029763809523806,\n",
       "   'Close': 3.0405508571428563,\n",
       "   'Adj Close': 1.8839046190476192,\n",
       "   'Volume': 8574171.42857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 3.2771384210526313,\n",
       "   'High': 3.323191,\n",
       "   'Low': 3.242187842105263,\n",
       "   'Close': 3.290707368421052,\n",
       "   'Adj Close': 2.038900105263158,\n",
       "   'Volume': 6217684.2105263155,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 3.615056909090909,\n",
       "   'High': 3.652344,\n",
       "   'Low': 3.5795457272727274,\n",
       "   'Close': 3.620028545454545,\n",
       "   'Adj Close': 2.2441550454545447,\n",
       "   'Volume': 6993090.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 3.549851238095238,\n",
       "   'High': 3.607515047619047,\n",
       "   'Low': 3.4959080476190474,\n",
       "   'Close': 3.550595428571428,\n",
       "   'Adj Close': 2.2022894761904763,\n",
       "   'Volume': 7474285.714285715,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 3.5132813499999997,\n",
       "   'High': 3.556640899999999,\n",
       "   'Low': 3.4644534499999997,\n",
       "   'Close': 3.5152345499999997,\n",
       "   'Adj Close': 2.18035645,\n",
       "   'Volume': 6774320.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 4.030539909090908,\n",
       "   'High': 4.074219045454544,\n",
       "   'Low': 3.982954727272727,\n",
       "   'Close': 4.0411934090909085,\n",
       "   'Adj Close': 2.507940136363636,\n",
       "   'Volume': 7899854.545454546,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 4.445312545454545,\n",
       "   'High': 4.502485863636363,\n",
       "   'Low': 4.387429045454545,\n",
       "   'Close': 4.457386409090909,\n",
       "   'Adj Close': 2.7673694090909087,\n",
       "   'Volume': 7834181.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 5.040178571428571,\n",
       "   'High': 5.113095238095238,\n",
       "   'Low': 4.982886904761905,\n",
       "   'Close': 5.063988095238095,\n",
       "   'Adj Close': 3.144309333333333,\n",
       "   'Volume': 8456038.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 4.771577380952381,\n",
       "   'High': 4.830357142857143,\n",
       "   'Low': 4.659970238095238,\n",
       "   'Close': 4.751488095238095,\n",
       "   'Adj Close': 2.9521509999999997,\n",
       "   'Volume': 8041942.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 3.9651988636363638,\n",
       "   'High': 4.1100852272727275,\n",
       "   'Low': 3.8046875,\n",
       "   'Close': 3.9495738636363638,\n",
       "   'Adj Close': 2.4539132727272723,\n",
       "   'Volume': 13297600.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 3.4234375,\n",
       "   'High': 3.50390625,\n",
       "   'Low': 3.3234375,\n",
       "   'Close': 3.40390625,\n",
       "   'Adj Close': 2.1148838500000005,\n",
       "   'Volume': 8106840.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 3.031960227272727,\n",
       "   'High': 3.1115056818181817,\n",
       "   'Low': 2.958096590909091,\n",
       "   'Close': 3.059659090909091,\n",
       "   'Adj Close': 1.9032309545454544,\n",
       "   'Volume': 9385745.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1988: {1: {'Open': 3.35,\n",
       "   'High': 3.41015625,\n",
       "   'Low': 3.26875,\n",
       "   'Close': 3.3484375,\n",
       "   'Adj Close': 2.0833493499999998,\n",
       "   'Volume': 5975480.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 3.3828125,\n",
       "   'High': 3.4328125,\n",
       "   'Low': 3.3265625,\n",
       "   'Close': 3.38671875,\n",
       "   'Adj Close': 2.1071676000000004,\n",
       "   'Volume': 5584400.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 3.6936141304347827,\n",
       "   'High': 3.7262228260869565,\n",
       "   'Low': 3.636548913043478,\n",
       "   'Close': 3.6813858695652173,\n",
       "   'Adj Close': 2.291944652173913,\n",
       "   'Volume': 5488417.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 3.53515625,\n",
       "   'High': 3.59453125,\n",
       "   'Low': 3.48125,\n",
       "   'Close': 3.54296875,\n",
       "   'Adj Close': 2.2073270000000003,\n",
       "   'Volume': 4368400.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 3.3831845238095237,\n",
       "   'High': 3.4367559523809526,\n",
       "   'Low': 3.334077380952381,\n",
       "   'Close': 3.3854166666666665,\n",
       "   'Adj Close': 2.1091694761904765,\n",
       "   'Volume': 4331885.714285715,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 3.655539772727273,\n",
       "   'High': 3.710227272727273,\n",
       "   'Low': 3.6150568181818183,\n",
       "   'Close': 3.6704545454545454,\n",
       "   'Adj Close': 2.288759863636363,\n",
       "   'Volume': 6135890.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 4.00234375,\n",
       "   'High': 4.0640625,\n",
       "   'Low': 3.93984375,\n",
       "   'Close': 4.01796875,\n",
       "   'Adj Close': 2.5066878,\n",
       "   'Volume': 6322440.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 3.896059782608696,\n",
       "   'High': 3.9395380434782608,\n",
       "   'Low': 3.8573369565217392,\n",
       "   'Close': 3.8879076086956523,\n",
       "   'Adj Close': 2.425955130434782,\n",
       "   'Volume': 3714886.9565217393,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 3.9345238095238093,\n",
       "   'High': 3.9776785714285716,\n",
       "   'Low': 3.8988095238095237,\n",
       "   'Close': 3.949404761904762,\n",
       "   'Adj Close': 2.4671610952380956,\n",
       "   'Volume': 4556000.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 4.057291666666667,\n",
       "   'High': 4.091517857142857,\n",
       "   'Low': 4.0163690476190474,\n",
       "   'Close': 4.058035714285714,\n",
       "   'Adj Close': 2.5350225238095234,\n",
       "   'Volume': 4498171.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 3.790922619047619,\n",
       "   'High': 3.822172619047619,\n",
       "   'Low': 3.7574404761904763,\n",
       "   'Close': 3.784970238095238,\n",
       "   'Adj Close': 2.36444080952381,\n",
       "   'Volume': 4411276.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 3.8549107142857144,\n",
       "   'High': 3.8980654761904763,\n",
       "   'Low': 3.828125,\n",
       "   'Close': 3.8705357142857144,\n",
       "   'Adj Close': 2.420836285714285,\n",
       "   'Volume': 4083923.8095238097,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1989: {1: {'Open': 3.9598214285714284,\n",
       "   'High': 4.0,\n",
       "   'Low': 3.925595238095238,\n",
       "   'Close': 3.970982142857143,\n",
       "   'Adj Close': 2.4839666666666664,\n",
       "   'Volume': 4764761.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 4.183388157894737,\n",
       "   'High': 4.2261513157894735,\n",
       "   'Low': 4.139802631578948,\n",
       "   'Close': 4.184210526315789,\n",
       "   'Adj Close': 2.6173476842105265,\n",
       "   'Volume': 4490273.684210527,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 4.068892045454546,\n",
       "   'High': 4.120738636363637,\n",
       "   'Low': 4.032670454545454,\n",
       "   'Close': 4.079545454545454,\n",
       "   'Adj Close': 2.553757545454545,\n",
       "   'Volume': 5174545.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 4.31484375,\n",
       "   'High': 4.36328125,\n",
       "   'Low': 4.2875,\n",
       "   'Close': 4.33984375,\n",
       "   'Adj Close': 2.7191316,\n",
       "   'Volume': 4825320.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 4.612926136363637,\n",
       "   'High': 4.6647727272727275,\n",
       "   'Low': 4.572443181818182,\n",
       "   'Close': 4.6242897727272725,\n",
       "   'Adj Close': 2.8973509090909086,\n",
       "   'Volume': 5622145.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 4.921875,\n",
       "   'High': 4.965198863636363,\n",
       "   'Low': 4.876420454545454,\n",
       "   'Close': 4.924715909090909,\n",
       "   'Adj Close': 3.0884935,\n",
       "   'Volume': 5213818.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 5.04375,\n",
       "   'High': 5.10859375,\n",
       "   'Low': 5.0015625,\n",
       "   'Close': 5.075,\n",
       "   'Adj Close': 3.1841378000000002,\n",
       "   'Volume': 4136840.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 5.201766304347826,\n",
       "   'High': 5.256793478260869,\n",
       "   'Low': 5.137907608695652,\n",
       "   'Close': 5.197010869565218,\n",
       "   'Adj Close': 3.2614382608695647,\n",
       "   'Volume': 5696069.565217392,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 5.03515625,\n",
       "   'High': 5.0765625,\n",
       "   'Low': 4.990625,\n",
       "   'Close': 5.0375,\n",
       "   'Adj Close': 3.16473195,\n",
       "   'Volume': 4653440.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 5.2649147727272725,\n",
       "   'High': 5.3515625,\n",
       "   'Low': 5.1882102272727275,\n",
       "   'Close': 5.293323863636363,\n",
       "   'Adj Close': 3.3254498636363636,\n",
       "   'Volume': 6502109.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 5.271577380952381,\n",
       "   'High': 5.3273809523809526,\n",
       "   'Low': 5.236607142857143,\n",
       "   'Close': 5.289434523809524,\n",
       "   'Adj Close': 3.323006571428572,\n",
       "   'Volume': 3724076.1904761903,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 5.49140625,\n",
       "   'High': 5.5484375,\n",
       "   'Low': 5.43515625,\n",
       "   'Close': 5.5,\n",
       "   'Adj Close': 3.45913575,\n",
       "   'Volume': 3948600.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1990: {1: {'Open': 5.53125,\n",
       "   'High': 5.604403409090909,\n",
       "   'Low': 5.4538352272727275,\n",
       "   'Close': 5.537642045454546,\n",
       "   'Adj Close': 3.4832475909090914,\n",
       "   'Volume': 5309745.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 5.2680921052631575,\n",
       "   'High': 5.339638157894737,\n",
       "   'Low': 5.2212171052631575,\n",
       "   'Close': 5.300986842105263,\n",
       "   'Adj Close': 3.3343887894736843,\n",
       "   'Volume': 4120294.736842105,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 5.772017045454546,\n",
       "   'High': 5.838778409090909,\n",
       "   'Low': 5.739346590909091,\n",
       "   'Close': 5.794744318181818,\n",
       "   'Adj Close': 3.6474726818181824,\n",
       "   'Volume': 4320218.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 6.1171875,\n",
       "   'High': 6.184375,\n",
       "   'Low': 6.06875,\n",
       "   'Close': 6.13203125,\n",
       "   'Adj Close': 3.8628817500000006,\n",
       "   'Volume': 4805760.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 6.666903409090909,\n",
       "   'High': 6.760653409090909,\n",
       "   'Low': 6.6171875,\n",
       "   'Close': 6.7116477272727275,\n",
       "   'Adj Close': 4.22801140909091,\n",
       "   'Volume': 6185563.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 7.612351190476191,\n",
       "   'High': 7.727678571428571,\n",
       "   'Low': 7.543154761904762,\n",
       "   'Close': 7.646577380952381,\n",
       "   'Adj Close': 4.821078333333333,\n",
       "   'Volume': 7559657.142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 8.253720238095237,\n",
       "   'High': 8.367559523809524,\n",
       "   'Low': 8.08110119047619,\n",
       "   'Close': 8.249255952380953,\n",
       "   'Adj Close': 5.2027868095238095,\n",
       "   'Volume': 9880628.57142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 7.255434782608695,\n",
       "   'High': 7.381793478260869,\n",
       "   'Low': 7.059782608695652,\n",
       "   'Close': 7.228260869565218,\n",
       "   'Adj Close': 4.560133826086956,\n",
       "   'Volume': 9470104.347826088,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 6.7368421052631575,\n",
       "   'High': 6.832236842105263,\n",
       "   'Low': 6.613486842105263,\n",
       "   'Close': 6.723684210526316,\n",
       "   'Adj Close': 4.2461733684210525,\n",
       "   'Volume': 5681894.736842105,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 6.743206521739131,\n",
       "   'High': 6.862771739130435,\n",
       "   'Low': 6.623641304347826,\n",
       "   'Close': 6.730978260869565,\n",
       "   'Adj Close': 4.250779782608696,\n",
       "   'Volume': 7120904.347826087,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 7.1711309523809526,\n",
       "   'High': 7.272321428571429,\n",
       "   'Low': 7.09375,\n",
       "   'Close': 7.206845238095238,\n",
       "   'Adj Close': 4.551301333333334,\n",
       "   'Volume': 4307295.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 7.73125,\n",
       "   'High': 7.809375,\n",
       "   'Low': 7.6265625,\n",
       "   'Close': 7.728125,\n",
       "   'Adj Close': 4.8857947,\n",
       "   'Volume': 4581500.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1991: {1: {'Open': 7.622159090909091,\n",
       "   'High': 7.745738636363637,\n",
       "   'Low': 7.551846590909091,\n",
       "   'Close': 7.6491477272727275,\n",
       "   'Adj Close': 4.836139909090909,\n",
       "   'Volume': 5590890.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 8.993421052631579,\n",
       "   'High': 9.15625,\n",
       "   'Low': 8.820723684210526,\n",
       "   'Close': 9.004934210526315,\n",
       "   'Adj Close': 5.693330315789474,\n",
       "   'Volume': 7536610.52631579,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 9.2359375,\n",
       "   'High': 9.375,\n",
       "   'Low': 9.1375,\n",
       "   'Close': 9.278125,\n",
       "   'Adj Close': 5.8691736500000005,\n",
       "   'Volume': 5157420.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 10.441761363636363,\n",
       "   'High': 10.582386363636363,\n",
       "   'Low': 10.295454545454545,\n",
       "   'Close': 10.454545454545455,\n",
       "   'Adj Close': 6.617494636363636,\n",
       "   'Volume': 5127436.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 10.284090909090908,\n",
       "   'High': 10.407670454545455,\n",
       "   'Low': 10.163352272727273,\n",
       "   'Close': 10.288352272727273,\n",
       "   'Adj Close': 6.512298545454545,\n",
       "   'Volume': 4659672.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 10.625,\n",
       "   'High': 10.721875,\n",
       "   'Low': 10.515625,\n",
       "   'Close': 10.6359375,\n",
       "   'Adj Close': 6.737138849999998,\n",
       "   'Volume': 4195800.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 11.401988636363637,\n",
       "   'High': 11.542613636363637,\n",
       "   'Low': 11.298295454545455,\n",
       "   'Close': 11.440340909090908,\n",
       "   'Adj Close': 7.248846818181819,\n",
       "   'Volume': 4754945.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 12.207386363636363,\n",
       "   'High': 12.377840909090908,\n",
       "   'Low': 12.066761363636363,\n",
       "   'Close': 12.269886363636363,\n",
       "   'Adj Close': 7.7760301818181805,\n",
       "   'Volume': 6268018.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 12.353125,\n",
       "   'High': 12.4390625,\n",
       "   'Low': 12.209375,\n",
       "   'Close': 12.321875,\n",
       "   'Adj Close': 7.814196450000002,\n",
       "   'Volume': 4707980.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 11.826086956521738,\n",
       "   'High': 11.956521739130435,\n",
       "   'Low': 11.686141304347826,\n",
       "   'Close': 11.824728260869565,\n",
       "   'Adj Close': 7.498918913043477,\n",
       "   'Volume': 4435965.217391305,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 12.015625,\n",
       "   'High': 12.1546875,\n",
       "   'Low': 11.8875,\n",
       "   'Close': 12.0421875,\n",
       "   'Adj Close': 7.6368262,\n",
       "   'Volume': 5044980.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 13.194940476190476,\n",
       "   'High': 13.389880952380953,\n",
       "   'Low': 13.089285714285714,\n",
       "   'Close': 13.296130952380953,\n",
       "   'Adj Close': 8.438248714285715,\n",
       "   'Volume': 6193542.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1992: {1: {'Open': 14.161931818181818,\n",
       "   'High': 14.329545454545455,\n",
       "   'Low': 13.943181818181818,\n",
       "   'Close': 14.143465909090908,\n",
       "   'Adj Close': 8.977026454545454,\n",
       "   'Volume': 6949600.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 13.427631578947368,\n",
       "   'High': 13.578947368421053,\n",
       "   'Low': 13.212171052631579,\n",
       "   'Close': 13.424342105263158,\n",
       "   'Adj Close': 8.520590210526315,\n",
       "   'Volume': 5887326.315789473,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 13.301136363636363,\n",
       "   'High': 13.403409090909092,\n",
       "   'Low': 13.161931818181818,\n",
       "   'Close': 13.261363636363637,\n",
       "   'Adj Close': 8.421347681818181,\n",
       "   'Volume': 4144854.5454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 13.171130952380953,\n",
       "   'High': 13.279761904761905,\n",
       "   'Low': 13.013392857142858,\n",
       "   'Close': 13.171130952380953,\n",
       "   'Adj Close': 8.368191333333332,\n",
       "   'Volume': 5664704.761904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 13.109375,\n",
       "   'High': 13.228125,\n",
       "   'Low': 12.9984375,\n",
       "   'Close': 13.103125,\n",
       "   'Adj Close': 8.324985,\n",
       "   'Volume': 4309920.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 13.490056818181818,\n",
       "   'High': 13.613636363636363,\n",
       "   'Low': 13.394886363636363,\n",
       "   'Close': 13.501420454545455,\n",
       "   'Adj Close': 8.584127181818184,\n",
       "   'Volume': 4215436.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 13.708806818181818,\n",
       "   'High': 13.838068181818182,\n",
       "   'Low': 13.616477272727273,\n",
       "   'Close': 13.737215909090908,\n",
       "   'Adj Close': 8.736371590909092,\n",
       "   'Volume': 4146218.1818181816,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 14.389880952380953,\n",
       "   'High': 14.494047619047619,\n",
       "   'Low': 14.294642857142858,\n",
       "   'Close': 14.392857142857142,\n",
       "   'Adj Close': 9.15333638095238,\n",
       "   'Volume': 3354228.5714285714,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 14.586309523809524,\n",
       "   'High': 14.668154761904763,\n",
       "   'Low': 14.50297619047619,\n",
       "   'Close': 14.589285714285714,\n",
       "   'Adj Close': 9.286840333333334,\n",
       "   'Volume': 3346800.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 14.913352272727273,\n",
       "   'High': 15.022727272727273,\n",
       "   'Low': 14.762784090909092,\n",
       "   'Close': 14.926136363636363,\n",
       "   'Adj Close': 9.501263954545454,\n",
       "   'Volume': 4241600.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 15.54375,\n",
       "   'High': 15.6484375,\n",
       "   'Low': 15.4296875,\n",
       "   'Close': 15.5609375,\n",
       "   'Adj Close': 9.90534985,\n",
       "   'Volume': 4191560.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 16.046875,\n",
       "   'High': 16.149147727272727,\n",
       "   'Low': 15.927556818181818,\n",
       "   'Close': 16.056818181818183,\n",
       "   'Adj Close': 10.228383636363638,\n",
       "   'Volume': 4546745.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1993: {1: {'Open': 15.3796875,\n",
       "   'High': 15.509375,\n",
       "   'Low': 15.209375,\n",
       "   'Close': 15.365625,\n",
       "   'Adj Close': 9.78919365,\n",
       "   'Volume': 7880360.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 15.990131578947368,\n",
       "   'High': 16.106907894736842,\n",
       "   'Low': 15.805921052631579,\n",
       "   'Close': 15.983552631578947,\n",
       "   'Adj Close': 10.18286647368421,\n",
       "   'Volume': 7818157.894736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 16.61413043478261,\n",
       "   'High': 16.804347826086957,\n",
       "   'Low': 16.369565217391305,\n",
       "   'Close': 16.57608695652174,\n",
       "   'Adj Close': 10.565210652173914,\n",
       "   'Volume': 7363321.739130435,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 14.014880952380953,\n",
       "   'High': 14.1875,\n",
       "   'Low': 13.642857142857142,\n",
       "   'Close': 13.895833333333334,\n",
       "   'Adj Close': 8.861403666666668,\n",
       "   'Volume': 11728666.666666666,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 13.578125,\n",
       "   'High': 13.75625,\n",
       "   'Low': 13.3875,\n",
       "   'Close': 13.590625,\n",
       "   'Adj Close': 8.666771749999999,\n",
       "   'Volume': 6966170.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 13.264204545454545,\n",
       "   'High': 13.417613636363637,\n",
       "   'Low': 13.079545454545455,\n",
       "   'Close': 13.238636363636363,\n",
       "   'Adj Close': 8.45021690909091,\n",
       "   'Volume': 7428563.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 12.913690476190476,\n",
       "   'High': 13.032738095238095,\n",
       "   'Low': 12.758928571428571,\n",
       "   'Close': 12.886904761904763,\n",
       "   'Adj Close': 8.228082666666667,\n",
       "   'Volume': 3839447.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 12.840909090909092,\n",
       "   'High': 12.971590909090908,\n",
       "   'Low': 12.71875,\n",
       "   'Close': 12.840909090909092,\n",
       "   'Adj Close': 8.199187227272727,\n",
       "   'Volume': 4633600.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 12.208333333333334,\n",
       "   'High': 12.389880952380953,\n",
       "   'Low': 12.044642857142858,\n",
       "   'Close': 12.19047619047619,\n",
       "   'Adj Close': 7.7932424285714275,\n",
       "   'Volume': 6219057.142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 13.113095238095237,\n",
       "   'High': 13.297619047619047,\n",
       "   'Low': 12.958333333333334,\n",
       "   'Close': 13.136904761904763,\n",
       "   'Adj Close': 8.398286142857145,\n",
       "   'Volume': 5284133.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 14.360119047619047,\n",
       "   'High': 14.574404761904763,\n",
       "   'Low': 14.220238095238095,\n",
       "   'Close': 14.407738095238095,\n",
       "   'Adj Close': 9.212195380952382,\n",
       "   'Volume': 5840961.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 13.508522727272727,\n",
       "   'High': 13.636363636363637,\n",
       "   'Low': 13.329545454545455,\n",
       "   'Close': 13.460227272727273,\n",
       "   'Adj Close': 8.614500545454545,\n",
       "   'Volume': 4334181.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1994: {1: {'Open': 12.68452380952381,\n",
       "   'High': 12.80952380952381,\n",
       "   'Low': 12.5,\n",
       "   'Close': 12.69047619047619,\n",
       "   'Adj Close': 8.121863523809525,\n",
       "   'Volume': 5339800.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 13.799342105263158,\n",
       "   'High': 13.967105263157896,\n",
       "   'Low': 13.625,\n",
       "   'Close': 13.799342105263158,\n",
       "   'Adj Close': 8.831533263157898,\n",
       "   'Volume': 5357452.631578947,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 13.815217391304348,\n",
       "   'High': 13.970108695652174,\n",
       "   'Low': 13.627717391304348,\n",
       "   'Close': 13.769021739130435,\n",
       "   'Adj Close': 8.819574217391306,\n",
       "   'Volume': 4845173.9130434785,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 12.68421052631579,\n",
       "   'High': 12.842105263157896,\n",
       "   'Low': 12.480263157894736,\n",
       "   'Close': 12.667763157894736,\n",
       "   'Adj Close': 8.119680263157893,\n",
       "   'Volume': 5321884.2105263155,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 12.044642857142858,\n",
       "   'High': 12.193452380952381,\n",
       "   'Low': 11.869047619047619,\n",
       "   'Close': 12.014880952380953,\n",
       "   'Adj Close': 7.701199666666666,\n",
       "   'Volume': 5576447.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 12.133522727272727,\n",
       "   'High': 12.295454545454545,\n",
       "   'Low': 11.957386363636363,\n",
       "   'Close': 12.102272727272727,\n",
       "   'Adj Close': 7.768716045454545,\n",
       "   'Volume': 4962172.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 12.484375,\n",
       "   'High': 12.621875,\n",
       "   'Low': 12.35,\n",
       "   'Close': 12.475,\n",
       "   'Adj Close': 8.010492000000003,\n",
       "   'Volume': 3958210.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 12.230978260869565,\n",
       "   'High': 12.33695652173913,\n",
       "   'Low': 12.08695652173913,\n",
       "   'Close': 12.192934782608695,\n",
       "   'Adj Close': 7.830569173913045,\n",
       "   'Volume': 4477243.478260869,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 12.229166666666666,\n",
       "   'High': 12.330357142857142,\n",
       "   'Low': 12.05952380952381,\n",
       "   'Close': 12.18452380952381,\n",
       "   'Adj Close': 7.837598619047619,\n",
       "   'Volume': 5856133.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 11.773809523809524,\n",
       "   'High': 11.880952380952381,\n",
       "   'Low': 11.636904761904763,\n",
       "   'Close': 11.75,\n",
       "   'Adj Close': 7.558093666666666,\n",
       "   'Volume': 4156047.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 11.803571428571429,\n",
       "   'High': 11.9375,\n",
       "   'Low': 11.672619047619047,\n",
       "   'Close': 11.773809523809524,\n",
       "   'Adj Close': 7.57471161904762,\n",
       "   'Volume': 5902647.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 11.130952380952381,\n",
       "   'High': 11.238095238095237,\n",
       "   'Low': 10.931547619047619,\n",
       "   'Close': 11.074404761904763,\n",
       "   'Adj Close': 7.136445047619048,\n",
       "   'Volume': 7297457.142857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1995: {1: {'Open': 10.875,\n",
       "   'High': 11.005952380952381,\n",
       "   'Low': 10.729166666666666,\n",
       "   'Close': 10.87797619047619,\n",
       "   'Adj Close': 7.009864809523809,\n",
       "   'Volume': 6486285.714285715,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 11.894736842105264,\n",
       "   'High': 11.990131578947368,\n",
       "   'Low': 11.789473684210526,\n",
       "   'Close': 11.901315789473685,\n",
       "   'Adj Close': 7.669311421052633,\n",
       "   'Volume': 5608400.0,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 12.309782608695652,\n",
       "   'High': 12.451086956521738,\n",
       "   'Low': 12.209239130434783,\n",
       "   'Close': 12.345108695652174,\n",
       "   'Adj Close': 7.964371173913044,\n",
       "   'Volume': 5852139.130434782,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 12.50328947368421,\n",
       "   'High': 12.585526315789474,\n",
       "   'Low': 12.348684210526315,\n",
       "   'Close': 12.460526315789474,\n",
       "   'Adj Close': 8.045845947368422,\n",
       "   'Volume': 6136084.2105263155,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 12.102272727272727,\n",
       "   'High': 12.252840909090908,\n",
       "   'Low': 11.9375,\n",
       "   'Close': 12.107954545454545,\n",
       "   'Adj Close': 7.8181877727272715,\n",
       "   'Volume': 6668609.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 12.971590909090908,\n",
       "   'High': 13.102272727272727,\n",
       "   'Low': 12.849431818181818,\n",
       "   'Close': 13.002840909090908,\n",
       "   'Adj Close': 8.40897290909091,\n",
       "   'Volume': 6471636.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 13.3625,\n",
       "   'High': 13.484375,\n",
       "   'Low': 13.21875,\n",
       "   'Close': 13.34375,\n",
       "   'Adj Close': 8.6331598,\n",
       "   'Volume': 5465120.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 12.641304347826088,\n",
       "   'High': 12.769021739130435,\n",
       "   'Low': 12.44836956521739,\n",
       "   'Close': 12.5625,\n",
       "   'Adj Close': 8.128396782608698,\n",
       "   'Volume': 5759469.565217392,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 12.546875,\n",
       "   'High': 12.65,\n",
       "   'Low': 12.44375,\n",
       "   'Close': 12.5375,\n",
       "   'Adj Close': 8.127787099999999,\n",
       "   'Volume': 6070190.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 11.553977272727273,\n",
       "   'High': 11.673295454545455,\n",
       "   'Low': 11.384943181818182,\n",
       "   'Close': 11.511363636363637,\n",
       "   'Adj Close': 7.46256540909091,\n",
       "   'Volume': 8870218.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 11.857142857142858,\n",
       "   'High': 12.047619047619047,\n",
       "   'Low': 11.741071428571429,\n",
       "   'Close': 11.944940476190476,\n",
       "   'Adj Close': 7.745178952380953,\n",
       "   'Volume': 6391819.047619048,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 11.675,\n",
       "   'High': 11.796875,\n",
       "   'Low': 11.540625,\n",
       "   'Close': 11.6625,\n",
       "   'Adj Close': 7.576004499999999,\n",
       "   'Volume': 6391490.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 1996: {1: {'Open': 10.755681818181818,\n",
       "   'High': 10.909090909090908,\n",
       "   'Low': 10.618607954545455,\n",
       "   'Close': 10.764204545454545,\n",
       "   'Adj Close': 6.992468590909092,\n",
       "   'Volume': 10976745.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 10.928125,\n",
       "   'High': 11.1125,\n",
       "   'Low': 10.74375,\n",
       "   'Close': 10.953125,\n",
       "   'Adj Close': 7.1151914000000005,\n",
       "   'Volume': 9077300.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 11.535714285714286,\n",
       "   'High': 11.723214285714286,\n",
       "   'Low': 11.369047619047619,\n",
       "   'Close': 11.595238095238095,\n",
       "   'Adj Close': 7.541392095238094,\n",
       "   'Volume': 9082542.857142856,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 11.339285714285714,\n",
       "   'High': 11.494047619047619,\n",
       "   'Low': 11.205357142857142,\n",
       "   'Close': 11.354166666666666,\n",
       "   'Adj Close': 7.392294,\n",
       "   'Volume': 6944371.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 12.258522727272727,\n",
       "   'High': 12.424715909090908,\n",
       "   'Low': 12.125,\n",
       "   'Close': 12.2578125,\n",
       "   'Adj Close': 7.98062618181818,\n",
       "   'Volume': 8154845.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 12.865625,\n",
       "   'High': 12.96875,\n",
       "   'Low': 12.740625,\n",
       "   'Close': 12.84375,\n",
       "   'Adj Close': 8.37227935,\n",
       "   'Volume': 6997510.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 12.022727272727273,\n",
       "   'High': 12.159090909090908,\n",
       "   'Low': 11.767045454545455,\n",
       "   'Close': 11.988636363636363,\n",
       "   'Adj Close': 7.821319363636363,\n",
       "   'Volume': 5061509.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 13.025568181818182,\n",
       "   'High': 13.198863636363637,\n",
       "   'Low': 12.914772727272727,\n",
       "   'Close': 13.056818181818182,\n",
       "   'Adj Close': 8.519740227272727,\n",
       "   'Volume': 7052863.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 13.334375,\n",
       "   'High': 13.5,\n",
       "   'Low': 13.203125,\n",
       "   'Close': 13.321875,\n",
       "   'Adj Close': 8.7082893,\n",
       "   'Volume': 5394600.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 13.46875,\n",
       "   'High': 13.627717391304348,\n",
       "   'Low': 13.32336956521739,\n",
       "   'Close': 13.480978260869565,\n",
       "   'Adj Close': 8.812292565217394,\n",
       "   'Volume': 5342191.304347826,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 12.846875,\n",
       "   'High': 12.946875,\n",
       "   'Low': 12.675,\n",
       "   'Close': 12.778125,\n",
       "   'Adj Close': 8.352848999999999,\n",
       "   'Volume': 8155460.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 12.154761904761905,\n",
       "   'High': 12.25,\n",
       "   'Low': 11.979166666666666,\n",
       "   'Close': 12.056547619047619,\n",
       "   'Adj Close': 7.892232571428572,\n",
       "   'Volume': 6723952.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 1997: {1: {'Open': 11.599431818181818,\n",
       "   'High': 11.742897727272727,\n",
       "   'Low': 11.451704545454545,\n",
       "   'Close': 11.59375,\n",
       "   'Adj Close': 7.594989545454547,\n",
       "   'Volume': 8702545.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 12.319078947368421,\n",
       "   'High': 12.473684210526315,\n",
       "   'Low': 12.148026315789474,\n",
       "   'Close': 12.338815789473685,\n",
       "   'Adj Close': 8.08307710526316,\n",
       "   'Volume': 9098989.47368421,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 14.2375,\n",
       "   'High': 14.371875,\n",
       "   'Low': 14.009375,\n",
       "   'Close': 14.215625,\n",
       "   'Adj Close': 9.32384735,\n",
       "   'Volume': 11431680.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 13.934659090909092,\n",
       "   'High': 14.079545454545455,\n",
       "   'Low': 13.798295454545455,\n",
       "   'Close': 13.963068181818182,\n",
       "   'Adj Close': 9.168672318181816,\n",
       "   'Volume': 6255645.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 14.739583333333334,\n",
       "   'High': 14.883928571428571,\n",
       "   'Low': 14.587797619047619,\n",
       "   'Close': 14.782738095238095,\n",
       "   'Adj Close': 9.706898761904764,\n",
       "   'Volume': 6722123.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 16.052083333333332,\n",
       "   'High': 16.270833333333332,\n",
       "   'Low': 15.921130952380953,\n",
       "   'Close': 16.12202380952381,\n",
       "   'Adj Close': 10.595782714285715,\n",
       "   'Volume': 6892371.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 17.931818181818183,\n",
       "   'High': 18.17471590909091,\n",
       "   'Low': 17.732954545454547,\n",
       "   'Close': 17.985795454545453,\n",
       "   'Adj Close': 11.834113954545455,\n",
       "   'Volume': 7659127.2727272725,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 18.297619047619047,\n",
       "   'High': 18.5625,\n",
       "   'Low': 17.964285714285715,\n",
       "   'Close': 18.28422619047619,\n",
       "   'Adj Close': 12.030472666666666,\n",
       "   'Volume': 6217428.571428572,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 18.858630952380953,\n",
       "   'High': 19.138392857142858,\n",
       "   'Low': 18.611607142857142,\n",
       "   'Close': 18.841517857142858,\n",
       "   'Adj Close': 12.407467095238095,\n",
       "   'Volume': 5850104.761904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 17.752717391304348,\n",
       "   'High': 18.099184782608695,\n",
       "   'Low': 17.42798913043478,\n",
       "   'Close': 17.76358695652174,\n",
       "   'Adj Close': 11.70860143478261,\n",
       "   'Volume': 6035330.434782608,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 19.151315789473685,\n",
       "   'High': 19.379934210526315,\n",
       "   'Low': 19.011513157894736,\n",
       "   'Close': 19.182565789473685,\n",
       "   'Adj Close': 12.643899368421053,\n",
       "   'Volume': 5690663.157894737,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 19.892045454545453,\n",
       "   'High': 20.078125,\n",
       "   'Low': 19.58096590909091,\n",
       "   'Close': 19.821022727272727,\n",
       "   'Adj Close': 13.074320545454547,\n",
       "   'Volume': 4809927.2727272725,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1998: {1: {'Open': 19.8515625,\n",
       "   'High': 20.134375,\n",
       "   'Low': 19.546875,\n",
       "   'Close': 19.8953125,\n",
       "   'Adj Close': 13.1354857,\n",
       "   'Volume': 5658830.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 22.14967105263158,\n",
       "   'High': 22.37828947368421,\n",
       "   'Low': 21.88486842105263,\n",
       "   'Close': 22.21875,\n",
       "   'Adj Close': 14.669490736842105,\n",
       "   'Volume': 5745547.368421053,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 25.056818181818183,\n",
       "   'High': 25.332386363636363,\n",
       "   'Low': 24.805397727272727,\n",
       "   'Close': 25.082386363636363,\n",
       "   'Adj Close': 16.571529181818185,\n",
       "   'Volume': 6192563.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 25.675595238095237,\n",
       "   'High': 25.927083333333332,\n",
       "   'Low': 25.330357142857142,\n",
       "   'Close': 25.623511904761905,\n",
       "   'Adj Close': 16.942977523809525,\n",
       "   'Volume': 5687171.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 26.578125,\n",
       "   'High': 26.8484375,\n",
       "   'Low': 26.2796875,\n",
       "   'Close': 26.5703125,\n",
       "   'Adj Close': 17.5690284,\n",
       "   'Volume': 5116580.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 29.102272727272727,\n",
       "   'High': 29.563920454545453,\n",
       "   'Low': 28.771306818181817,\n",
       "   'Close': 29.19034090909091,\n",
       "   'Adj Close': 19.313542090909092,\n",
       "   'Volume': 5873290.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 32.15340909090909,\n",
       "   'High': 32.55539772727273,\n",
       "   'Low': 31.639204545454547,\n",
       "   'Close': 32.13352272727273,\n",
       "   'Adj Close': 21.276354500000004,\n",
       "   'Volume': 6083900.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 32.11904761904762,\n",
       "   'High': 32.71279761904762,\n",
       "   'Low': 31.330357142857142,\n",
       "   'Close': 32.04017857142857,\n",
       "   'Adj Close': 21.214548666666666,\n",
       "   'Volume': 7950400.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 30.635416666666668,\n",
       "   'High': 31.110119047619047,\n",
       "   'Low': 29.702380952380953,\n",
       "   'Close': 30.422619047619047,\n",
       "   'Adj Close': 20.156671761904764,\n",
       "   'Volume': 9498771.42857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 31.213068181818183,\n",
       "   'High': 31.836647727272727,\n",
       "   'Low': 30.51278409090909,\n",
       "   'Close': 31.298295454545453,\n",
       "   'Adj Close': 20.749092909090905,\n",
       "   'Volume': 8794609.090909092,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 35.9125,\n",
       "   'High': 36.23125,\n",
       "   'Low': 35.3453125,\n",
       "   'Close': 35.8625,\n",
       "   'Adj Close': 23.774918300000003,\n",
       "   'Volume': 6530000.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 38.49147727272727,\n",
       "   'High': 39.03409090909091,\n",
       "   'Low': 37.95596590909091,\n",
       "   'Close': 38.58522727272727,\n",
       "   'Adj Close': 25.599242636363634,\n",
       "   'Volume': 5481609.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 1999: {1: {'Open': 40.88815789473684,\n",
       "   'High': 41.49177631578947,\n",
       "   'Low': 40.233552631578945,\n",
       "   'Close': 40.99671052631579,\n",
       "   'Adj Close': 27.206404736842106,\n",
       "   'Volume': 6918705.263157895,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 42.60361842105263,\n",
       "   'High': 43.20065789473684,\n",
       "   'Low': 41.766447368421055,\n",
       "   'Close': 42.49342105263158,\n",
       "   'Adj Close': 28.199656473684215,\n",
       "   'Volume': 6847989.47368421,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 46.52853260869565,\n",
       "   'High': 47.02717391304348,\n",
       "   'Low': 45.75135869565217,\n",
       "   'Close': 46.40217391304348,\n",
       "   'Adj Close': 30.809056695652174,\n",
       "   'Volume': 7765200.0,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 49.29613095238095,\n",
       "   'High': 50.05952380952381,\n",
       "   'Low': 47.88392857142857,\n",
       "   'Close': 49.044642857142854,\n",
       "   'Adj Close': 32.58113804761905,\n",
       "   'Volume': 9580990.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 45.015625,\n",
       "   'High': 45.509375,\n",
       "   'Low': 43.696875,\n",
       "   'Close': 44.634375,\n",
       "   'Adj Close': 29.651328999999993,\n",
       "   'Volume': 8154625.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 44.24715909090909,\n",
       "   'High': 44.96590909090909,\n",
       "   'Low': 43.65909090909091,\n",
       "   'Close': 44.47727272727273,\n",
       "   'Adj Close': 29.56451477272727,\n",
       "   'Volume': 5954068.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 46.94345238095238,\n",
       "   'High': 47.5,\n",
       "   'Low': 46.142857142857146,\n",
       "   'Close': 46.654761904761905,\n",
       "   'Adj Close': 31.030012047619046,\n",
       "   'Volume': 5016595.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 44.66477272727273,\n",
       "   'High': 45.28409090909091,\n",
       "   'Low': 43.78977272727273,\n",
       "   'Close': 44.68465909090909,\n",
       "   'Adj Close': 29.719698136363636,\n",
       "   'Volume': 5815313.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 46.413690476190474,\n",
       "   'High': 47.18154761904762,\n",
       "   'Low': 45.76190476190476,\n",
       "   'Close': 46.57142857142857,\n",
       "   'Adj Close': 30.993371190476193,\n",
       "   'Volume': 5069023.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 52.73809523809524,\n",
       "   'High': 53.88095238095238,\n",
       "   'Low': 51.913690476190474,\n",
       "   'Close': 53.145833333333336,\n",
       "   'Adj Close': 35.38490642857143,\n",
       "   'Volume': 7238338.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 57.791666666666664,\n",
       "   'High': 58.538690476190474,\n",
       "   'Low': 57.0625,\n",
       "   'Close': 57.75074404761905,\n",
       "   'Adj Close': 38.45089371428571,\n",
       "   'Volume': 5713880.952380952,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 64.17329545454545,\n",
       "   'High': 65.58238636363636,\n",
       "   'Low': 63.24431818181818,\n",
       "   'Close': 64.40767045454545,\n",
       "   'Adj Close': 42.90130113636363,\n",
       "   'Volume': 6231140.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2000: {1: {'Open': 63.584375,\n",
       "   'High': 64.5,\n",
       "   'Low': 61.925,\n",
       "   'Close': 63.06875,\n",
       "   'Adj Close': 42.0229929,\n",
       "   'Volume': 6787555.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 53.6125,\n",
       "   'High': 54.6375,\n",
       "   'Low': 51.94375,\n",
       "   'Close': 53.303125,\n",
       "   'Adj Close': 35.5161134,\n",
       "   'Volume': 11502015.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 52.64945652173913,\n",
       "   'High': 53.807065217391305,\n",
       "   'Low': 51.19836956521739,\n",
       "   'Close': 52.76358695652174,\n",
       "   'Adj Close': 35.18295773913044,\n",
       "   'Volume': 10077500.0,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 58.69078947368421,\n",
       "   'High': 60.31907894736842,\n",
       "   'Low': 57.32236842105263,\n",
       "   'Close': 58.80921052631579,\n",
       "   'Adj Close': 39.23414005263158,\n",
       "   'Volume': 7178457.894736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 55.23011363636363,\n",
       "   'High': 56.60227272727273,\n",
       "   'Low': 54.1875,\n",
       "   'Close': 55.63636363636363,\n",
       "   'Adj Close': 37.11739986363637,\n",
       "   'Volume': 6563968.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 55.51988636363637,\n",
       "   'High': 56.51349431818182,\n",
       "   'Low': 54.51420454545455,\n",
       "   'Close': 55.54474431818182,\n",
       "   'Adj Close': 37.079852272727265,\n",
       "   'Volume': 5891909.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 59.484375,\n",
       "   'High': 60.3875,\n",
       "   'Low': 58.409375,\n",
       "   'Close': 59.2828125,\n",
       "   'Adj Close': 39.5932924,\n",
       "   'Volume': 5364675.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 51.54347826086956,\n",
       "   'High': 52.22554347826087,\n",
       "   'Low': 50.51086956521739,\n",
       "   'Close': 51.40489130434783,\n",
       "   'Adj Close': 34.33185573913044,\n",
       "   'Volume': 8368591.304347826,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 50.6375,\n",
       "   'High': 51.5125,\n",
       "   'Low': 49.728125,\n",
       "   'Close': 50.478125,\n",
       "   'Adj Close': 33.73702395,\n",
       "   'Volume': 7547525.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 45.78693181818182,\n",
       "   'High': 46.69318181818182,\n",
       "   'Low': 44.81818181818182,\n",
       "   'Close': 45.79829545454545,\n",
       "   'Adj Close': 30.621394363636366,\n",
       "   'Volume': 9878809.090909092,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 47.654761904761905,\n",
       "   'High': 48.94940476190476,\n",
       "   'Low': 46.76488095238095,\n",
       "   'Close': 47.92559523809524,\n",
       "   'Adj Close': 32.0437351904762,\n",
       "   'Volume': 9351423.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 51.825,\n",
       "   'High': 53.103125,\n",
       "   'Low': 50.71875,\n",
       "   'Close': 52.0,\n",
       "   'Adj Close': 34.7831055,\n",
       "   'Volume': 8639390.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2001: {1: {'Open': 53.582619095238094,\n",
       "   'High': 54.87321438095238,\n",
       "   'Low': 52.7125000952381,\n",
       "   'Close': 53.8104761904762,\n",
       "   'Adj Close': 36.023483380952385,\n",
       "   'Volume': 8567890.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 52.85842078947368,\n",
       "   'High': 53.57684178947369,\n",
       "   'Low': 51.422105473684205,\n",
       "   'Close': 52.395263368421055,\n",
       "   'Adj Close': 35.07606589473684,\n",
       "   'Volume': 7207905.263157895,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 48.89454504545454,\n",
       "   'High': 49.638636772727274,\n",
       "   'Low': 47.912727,\n",
       "   'Close': 48.91454536363635,\n",
       "   'Adj Close': 32.76342345454545,\n",
       "   'Volume': 7702168.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 50.737499750000005,\n",
       "   'High': 51.45150000000001,\n",
       "   'Low': 49.953999849999995,\n",
       "   'Close': 50.820000150000006,\n",
       "   'Adj Close': 34.071316849999995,\n",
       "   'Volume': 7487180.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 52.542727136363645,\n",
       "   'High': 53.12681845454544,\n",
       "   'Low': 51.88909059090909,\n",
       "   'Close': 52.51818159090909,\n",
       "   'Adj Close': 35.20982927272728,\n",
       "   'Volume': 6662268.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 50.034285904761894,\n",
       "   'High': 50.67761895238094,\n",
       "   'Low': 49.494285857142856,\n",
       "   'Close': 49.898095285714284,\n",
       "   'Adj Close': 33.471335095238096,\n",
       "   'Volume': 5827176.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 52.07571409523809,\n",
       "   'High': 52.69428557142857,\n",
       "   'Low': 51.382381,\n",
       "   'Close': 52.261904380952394,\n",
       "   'Adj Close': 35.08828233333334,\n",
       "   'Volume': 7334623.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 52.19434791304348,\n",
       "   'High': 52.752174043478256,\n",
       "   'Low': 51.407826130434785,\n",
       "   'Close': 51.95956504347826,\n",
       "   'Adj Close': 34.885295391304346,\n",
       "   'Volume': 6585013.043478261,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 46.97733346666667,\n",
       "   'High': 47.96066646666667,\n",
       "   'Low': 46.08199973333333,\n",
       "   'Close': 47.082666866666656,\n",
       "   'Adj Close': 31.637235,\n",
       "   'Volume': 11621846.666666666,\n",
       "   'days': 15,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 52.23869591304348,\n",
       "   'High': 52.983043565217386,\n",
       "   'Low': 51.48434760869565,\n",
       "   'Close': 52.33478291304348,\n",
       "   'Adj Close': 35.19153239130434,\n",
       "   'Volume': 8171017.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 54.71285695238095,\n",
       "   'High': 55.37714314285714,\n",
       "   'Low': 54.13333371428572,\n",
       "   'Close': 54.84238114285716,\n",
       "   'Adj Close': 36.877720571428576,\n",
       "   'Volume': 7527042.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 55.77699994999999,\n",
       "   'High': 56.36099990000001,\n",
       "   'Low': 55.32849950000001,\n",
       "   'Close': 55.9334999,\n",
       "   'Adj Close': 37.630842099999995,\n",
       "   'Volume': 6780095.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2002: {1: {'Open': 57.58809547619047,\n",
       "   'High': 58.28000014285714,\n",
       "   'Low': 57.05809528571428,\n",
       "   'Close': 57.71428533333334,\n",
       "   'Adj Close': 38.8576429047619,\n",
       "   'Volume': 7182452.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 59.99526363157893,\n",
       "   'High': 60.52421068421054,\n",
       "   'Low': 59.44105284210528,\n",
       "   'Close': 60.009999894736836,\n",
       "   'Adj Close': 40.40329136842105,\n",
       "   'Volume': 7983626.315789473,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 62.3095001,\n",
       "   'High': 62.70700020000002,\n",
       "   'Low': 61.76899985,\n",
       "   'Close': 62.28149985,\n",
       "   'Adj Close': 41.94992865,\n",
       "   'Volume': 7567170.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 58.993636181818175,\n",
       "   'High': 59.51863590909091,\n",
       "   'Low': 58.13954527272727,\n",
       "   'Close': 58.70772704545454,\n",
       "   'Adj Close': 39.573268999999996,\n",
       "   'Volume': 7904659.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 56.22090954545456,\n",
       "   'High': 56.75136327272726,\n",
       "   'Low': 55.33999995454546,\n",
       "   'Close': 55.866363590909096,\n",
       "   'Adj Close': 37.657983818181826,\n",
       "   'Volume': 7917290.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 55.9029995,\n",
       "   'High': 56.87299995000001,\n",
       "   'Low': 55.109000200000004,\n",
       "   'Close': 56.008499900000004,\n",
       "   'Adj Close': 37.773162449999994,\n",
       "   'Volume': 9904125.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 50.94227290909091,\n",
       "   'High': 51.87772740909092,\n",
       "   'Low': 49.65590909090909,\n",
       "   'Close': 50.72863590909091,\n",
       "   'Adj Close': 34.23864027272727,\n",
       "   'Volume': 11676063.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 51.050909045454546,\n",
       "   'High': 51.89409099999998,\n",
       "   'Low': 50.16318186363637,\n",
       "   'Close': 51.272272590909076,\n",
       "   'Adj Close': 34.605560181818184,\n",
       "   'Volume': 9824936.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 53.16950025,\n",
       "   'High': 53.9250004,\n",
       "   'Low': 52.17650005,\n",
       "   'Close': 52.991000099999994,\n",
       "   'Adj Close': 35.787693100000006,\n",
       "   'Volume': 9464305.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 54.00652226086956,\n",
       "   'High': 55.0234782173913,\n",
       "   'Low': 53.06391304347825,\n",
       "   'Close': 54.22913043478261,\n",
       "   'Adj Close': 36.65191756521739,\n",
       "   'Volume': 12233565.217391305,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 54.08449995000001,\n",
       "   'High': 54.783499649999996,\n",
       "   'Low': 53.42100025,\n",
       "   'Close': 54.109500000000004,\n",
       "   'Adj Close': 36.571060149999994,\n",
       "   'Volume': 8635390.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 51.608571190476184,\n",
       "   'High': 52.18285766666668,\n",
       "   'Low': 50.94952395238096,\n",
       "   'Close': 51.45904757142857,\n",
       "   'Adj Close': 34.80108304761905,\n",
       "   'Volume': 8220095.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2003: {1: {'Open': 49.73904771428571,\n",
       "   'High': 50.33142852380952,\n",
       "   'Low': 49.101904380952384,\n",
       "   'Close': 49.57285647619049,\n",
       "   'Adj Close': 33.55427976190476,\n",
       "   'Volume': 8438304.761904761,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 48.04263163157894,\n",
       "   'High': 48.5205262631579,\n",
       "   'Low': 47.37684226315789,\n",
       "   'Close': 47.86315857894736,\n",
       "   'Adj Close': 32.39703689473684,\n",
       "   'Volume': 7739226.315789473,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 50.269524000000004,\n",
       "   'High': 51.08857166666667,\n",
       "   'Low': 49.820475952380946,\n",
       "   'Close': 50.54761942857143,\n",
       "   'Adj Close': 34.24069447619048,\n",
       "   'Volume': 8466514.285714285,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 54.6252378095238,\n",
       "   'High': 55.30476185714286,\n",
       "   'Low': 54.07952357142857,\n",
       "   'Close': 54.72476228571428,\n",
       "   'Adj Close': 37.10535214285714,\n",
       "   'Volume': 8079676.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 54.165237952380934,\n",
       "   'High': 54.753809666666655,\n",
       "   'Low': 53.70190485714286,\n",
       "   'Close': 54.10857176190476,\n",
       "   'Adj Close': 36.687549523809516,\n",
       "   'Volume': 9083047.61904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 54.2461900952381,\n",
       "   'High': 54.784762095238094,\n",
       "   'Low': 53.66857085714287,\n",
       "   'Close': 54.24476161904762,\n",
       "   'Adj Close': 36.80570728571428,\n",
       "   'Volume': 7934328.571428572,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 56.12909054545455,\n",
       "   'High': 56.67909127272728,\n",
       "   'Low': 55.52454531818183,\n",
       "   'Close': 56.103181954545455,\n",
       "   'Adj Close': 38.10224936363637,\n",
       "   'Volume': 7181331.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 57.81619033333333,\n",
       "   'High': 58.323333190476184,\n",
       "   'Low': 57.51714276190474,\n",
       "   'Close': 57.974285428571434,\n",
       "   'Adj Close': 39.37300428571429,\n",
       "   'Volume': 6508061.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 57.83095233333332,\n",
       "   'High': 58.2871426190476,\n",
       "   'Low': 57.41238114285714,\n",
       "   'Close': 57.84857100000001,\n",
       "   'Adj Close': 39.287625523809524,\n",
       "   'Volume': 8338128.571428572,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 58.43782600000001,\n",
       "   'High': 58.87478265217391,\n",
       "   'Low': 58.04913047826086,\n",
       "   'Close': 58.52782639130436,\n",
       "   'Adj Close': 39.809069217391304,\n",
       "   'Volume': 6614808.695652174,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 56.698947,\n",
       "   'High': 57.03842100000001,\n",
       "   'Low': 56.24789405263158,\n",
       "   'Close': 56.621052578947385,\n",
       "   'Adj Close': 38.514705842105265,\n",
       "   'Volume': 9072878.94736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 52.952273,\n",
       "   'High': 53.30000004545456,\n",
       "   'Low': 52.32772731818182,\n",
       "   'Close': 52.70409100000001,\n",
       "   'Adj Close': 35.87886986363637,\n",
       "   'Volume': 12730254.545454545,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2004: {1: {'Open': 53.38199975,\n",
       "   'High': 53.7615,\n",
       "   'Low': 52.8360004,\n",
       "   'Close': 53.33549975,\n",
       "   'Adj Close': 36.34346104999999,\n",
       "   'Volume': 10083190.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 57.48000042105265,\n",
       "   'High': 58.02000057894737,\n",
       "   'Low': 57.1173685263158,\n",
       "   'Close': 57.65842121052632,\n",
       "   'Adj Close': 39.28915142105264,\n",
       "   'Volume': 11864168.421052631,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 59.218696130434786,\n",
       "   'High': 59.78608695652173,\n",
       "   'Low': 58.84652169565218,\n",
       "   'Close': 59.27086943478262,\n",
       "   'Adj Close': 40.431163434782604,\n",
       "   'Volume': 9666839.130434783,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 58.046190952380954,\n",
       "   'High': 58.665714238095234,\n",
       "   'Low': 57.537143047619054,\n",
       "   'Close': 58.01999923809523,\n",
       "   'Adj Close': 39.624395285714286,\n",
       "   'Volume': 9203857.142857144,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 55.2399999,\n",
       "   'High': 55.79249980000001,\n",
       "   'Low': 54.6479997,\n",
       "   'Close': 55.20400055,\n",
       "   'Adj Close': 37.73686255,\n",
       "   'Volume': 10266855.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 55.34142852380953,\n",
       "   'High': 55.82476171428572,\n",
       "   'Low': 54.877143,\n",
       "   'Close': 55.24809476190475,\n",
       "   'Adj Close': 37.820395142857144,\n",
       "   'Volume': 10213547.61904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 52.70809561904761,\n",
       "   'High': 53.187618952380944,\n",
       "   'Low': 52.26809514285715,\n",
       "   'Close': 52.71714299999999,\n",
       "   'Adj Close': 36.08781595238096,\n",
       "   'Volume': 10000333.333333334,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 53.26136390909092,\n",
       "   'High': 53.6627275,\n",
       "   'Low': 52.884091227272734,\n",
       "   'Close': 53.27727304545454,\n",
       "   'Adj Close': 36.51101695454546,\n",
       "   'Volume': 8466286.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 52.77809457142857,\n",
       "   'High': 53.19619057142857,\n",
       "   'Low': 52.39190466666667,\n",
       "   'Close': 52.8142858095238,\n",
       "   'Adj Close': 36.24001880952381,\n",
       "   'Volume': 9840014.285714285,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 52.935714190476176,\n",
       "   'High': 53.37000047619048,\n",
       "   'Low': 52.63142785714285,\n",
       "   'Close': 52.959999809523815,\n",
       "   'Adj Close': 36.34000795238096,\n",
       "   'Volume': 8849471.42857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 55.597619047619055,\n",
       "   'High': 56.013333238095235,\n",
       "   'Low': 55.116190190476196,\n",
       "   'Close': 55.56285714285714,\n",
       "   'Adj Close': 38.12603004761905,\n",
       "   'Volume': 11346080.952380951,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 52.714545272727264,\n",
       "   'High': 53.15636409090909,\n",
       "   'Low': 52.49636359090909,\n",
       "   'Close': 52.803636136363636,\n",
       "   'Adj Close': 36.2808300909091,\n",
       "   'Volume': 10529263.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2005: {1: {'Open': 53.5345,\n",
       "   'High': 53.85999985000001,\n",
       "   'Low': 53.19100015,\n",
       "   'Close': 53.45550025,\n",
       "   'Adj Close': 36.769337349999994,\n",
       "   'Volume': 9196185.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 52.568421263157894,\n",
       "   'High': 52.84105305263157,\n",
       "   'Low': 52.29157884210527,\n",
       "   'Close': 52.482631421052645,\n",
       "   'Adj Close': 36.10014857894737,\n",
       "   'Volume': 9555794.736842105,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 51.76181790909091,\n",
       "   'High': 52.0286365,\n",
       "   'Low': 51.40590890909091,\n",
       "   'Close': 51.585454863636365,\n",
       "   'Adj Close': 35.534756,\n",
       "   'Volume': 16991477.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 48.212381523809526,\n",
       "   'High': 48.513333714285714,\n",
       "   'Low': 47.7357147142857,\n",
       "   'Close': 48.06333319047618,\n",
       "   'Adj Close': 33.15780209523809,\n",
       "   'Volume': 16066528.57142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 47.75142914285715,\n",
       "   'High': 48.10428566666667,\n",
       "   'Low': 47.5038099047619,\n",
       "   'Close': 47.839524,\n",
       "   'Adj Close': 33.04830171428572,\n",
       "   'Volume': 12149104.761904761,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 48.294545181818194,\n",
       "   'High': 48.70636304545455,\n",
       "   'Low': 47.969545772727265,\n",
       "   'Close': 48.29818149999999,\n",
       "   'Adj Close': 33.42650313636364,\n",
       "   'Volume': 10833418.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 49.6695002,\n",
       "   'High': 49.980000200000006,\n",
       "   'Low': 49.415000049999996,\n",
       "   'Close': 49.714499599999996,\n",
       "   'Adj Close': 34.406710700000005,\n",
       "   'Volume': 9169895.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 47.78304365217392,\n",
       "   'High': 48.03913052173913,\n",
       "   'Low': 47.3813045652174,\n",
       "   'Close': 47.627391565217394,\n",
       "   'Adj Close': 33.01044482608695,\n",
       "   'Volume': 12191352.173913043,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 44.39095271428571,\n",
       "   'High': 44.66809566666667,\n",
       "   'Low': 43.923809428571424,\n",
       "   'Close': 44.26190466666668,\n",
       "   'Adj Close': 30.72994766666667,\n",
       "   'Volume': 21191876.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 45.04476204761905,\n",
       "   'High': 45.41857128571429,\n",
       "   'Low': 44.664761619047624,\n",
       "   'Close': 45.03714290476191,\n",
       "   'Adj Close': 31.26817861904762,\n",
       "   'Volume': 14722309.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 48.82095195238094,\n",
       "   'High': 49.17809476190477,\n",
       "   'Low': 48.391905190476194,\n",
       "   'Close': 48.84476223809524,\n",
       "   'Adj Close': 33.91171109523809,\n",
       "   'Volume': 12751042.857142856,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 48.36190461904763,\n",
       "   'High': 48.67285714285714,\n",
       "   'Low': 47.963809285714284,\n",
       "   'Close': 48.2609520952381,\n",
       "   'Adj Close': 33.56480952380953,\n",
       "   'Volume': 12311519.047619049,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2006: {1: {'Open': 45.79150035,\n",
       "   'High': 46.1479997,\n",
       "   'Low': 45.3825,\n",
       "   'Close': 45.79750035,\n",
       "   'Adj Close': 31.892778549999996,\n",
       "   'Volume': 16125935.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 45.75052600000001,\n",
       "   'High': 46.124210684210524,\n",
       "   'Low': 45.3915787368421,\n",
       "   'Close': 45.771053,\n",
       "   'Adj Close': 31.874361421052633,\n",
       "   'Volume': 12438978.94736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 46.5182605652174,\n",
       "   'High': 46.8252174347826,\n",
       "   'Low': 46.248696043478255,\n",
       "   'Close': 46.534782956521724,\n",
       "   'Adj Close': 32.475258391304344,\n",
       "   'Volume': 11651647.826086957,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 46.15052594736842,\n",
       "   'High': 46.36315763157895,\n",
       "   'Low': 45.82421026315789,\n",
       "   'Close': 46.01684252631579,\n",
       "   'Adj Close': 32.16382684210526,\n",
       "   'Volume': 10374057.894736841,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 47.44863581818181,\n",
       "   'High': 47.86772759090909,\n",
       "   'Low': 47.12409113636364,\n",
       "   'Close': 47.503181863636364,\n",
       "   'Adj Close': 33.25605363636364,\n",
       "   'Volume': 13727654.545454545,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 47.8840910909091,\n",
       "   'High': 48.30227300000001,\n",
       "   'Low': 47.53727213636364,\n",
       "   'Close': 47.89227263636363,\n",
       "   'Adj Close': 33.591722590909086,\n",
       "   'Volume': 11169681.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 44.939499600000005,\n",
       "   'High': 45.2714998,\n",
       "   'Low': 44.4240001,\n",
       "   'Close': 44.781999899999995,\n",
       "   'Adj Close': 31.410171450000007,\n",
       "   'Volume': 13479485.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 44.47869556521739,\n",
       "   'High': 44.74217430434782,\n",
       "   'Low': 44.106521782608695,\n",
       "   'Close': 44.42521734782609,\n",
       "   'Adj Close': 31.221072217391303,\n",
       "   'Volume': 10308204.347826088,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 47.65500035,\n",
       "   'High': 48.203999800000005,\n",
       "   'Low': 47.3264999,\n",
       "   'Close': 47.89150035000001,\n",
       "   'Adj Close': 33.71795485,\n",
       "   'Volume': 13260520.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 49.07954540909089,\n",
       "   'High': 49.62863659090909,\n",
       "   'Low': 48.707272772727265,\n",
       "   'Close': 49.233635863636366,\n",
       "   'Adj Close': 34.66288572727273,\n",
       "   'Volume': 16613377.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 47.501904571428575,\n",
       "   'High': 47.81904776190476,\n",
       "   'Low': 47.115714285714276,\n",
       "   'Close': 47.35904766666666,\n",
       "   'Adj Close': 33.34308138095238,\n",
       "   'Volume': 17712376.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 46.0825003,\n",
       "   'High': 46.3929998,\n",
       "   'Low': 45.828999749999994,\n",
       "   'Close': 46.12299999999999,\n",
       "   'Adj Close': 32.54452355,\n",
       "   'Volume': 13902315.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2007: {1: {'Open': 47.747500099999996,\n",
       "   'High': 48.150500199999996,\n",
       "   'Low': 47.42850020000001,\n",
       "   'Close': 47.79899974999999,\n",
       "   'Adj Close': 33.77676235,\n",
       "   'Volume': 14496060.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 48.68368410526316,\n",
       "   'High': 49.01368405263157,\n",
       "   'Low': 48.3642102631579,\n",
       "   'Close': 48.64368468421054,\n",
       "   'Adj Close': 34.37365336842105,\n",
       "   'Volume': 14631752.631578946,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 47.26636331818182,\n",
       "   'High': 47.59136395454545,\n",
       "   'Low': 46.835454681818184,\n",
       "   'Close': 47.22909081818182,\n",
       "   'Adj Close': 33.468008772727266,\n",
       "   'Volume': 15789522.727272727,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 48.13400014999999,\n",
       "   'High': 48.49999999999999,\n",
       "   'Low': 47.822500250000004,\n",
       "   'Close': 48.19349965000001,\n",
       "   'Adj Close': 34.218546849999996,\n",
       "   'Volume': 12857225.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 47.54272718181819,\n",
       "   'High': 47.865909409090904,\n",
       "   'Low': 47.26363609090909,\n",
       "   'Close': 47.50636363636363,\n",
       "   'Adj Close': 33.807998727272725,\n",
       "   'Volume': 14054540.909090908,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 49.11238119047619,\n",
       "   'High': 49.5457149047619,\n",
       "   'Low': 48.750476380952385,\n",
       "   'Close': 49.13952395238096,\n",
       "   'Adj Close': 35.05218938095238,\n",
       "   'Volume': 21122133.333333332,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 48.07285723809524,\n",
       "   'High': 48.36000042857143,\n",
       "   'Low': 47.61095228571429,\n",
       "   'Close': 47.91047652380952,\n",
       "   'Adj Close': 34.1754800952381,\n",
       "   'Volume': 16446742.857142856,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 44.80130443478261,\n",
       "   'High': 45.28173908695653,\n",
       "   'Low': 44.32869573913043,\n",
       "   'Close': 44.78521752173914,\n",
       "   'Adj Close': 32.0348412173913,\n",
       "   'Volume': 24408660.86956522,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 43.40736852631579,\n",
       "   'High': 43.763158157894736,\n",
       "   'Low': 43.069474052631584,\n",
       "   'Close': 43.36578936842105,\n",
       "   'Adj Close': 31.089758473684206,\n",
       "   'Volume': 19797578.94736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 45.31652130434782,\n",
       "   'High': 45.699130652173906,\n",
       "   'Low': 44.810434739130436,\n",
       "   'Close': 45.269565217391296,\n",
       "   'Adj Close': 32.454608521739125,\n",
       "   'Volume': 19001217.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 45.18809538095239,\n",
       "   'High': 45.834285666666666,\n",
       "   'Low': 44.743333047619046,\n",
       "   'Close': 45.258095476190476,\n",
       "   'Adj Close': 32.446384904761906,\n",
       "   'Volume': 20587642.85714286,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 48.28300020000002,\n",
       "   'High': 48.765500200000005,\n",
       "   'Low': 47.836499350000004,\n",
       "   'Close': 48.33050045,\n",
       "   'Adj Close': 34.75001544999999,\n",
       "   'Volume': 15226325.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2008: {1: {'Open': 47.60619028571429,\n",
       "   'High': 48.46333333333333,\n",
       "   'Low': 46.884762,\n",
       "   'Close': 47.89238166666667,\n",
       "   'Adj Close': 34.48971147619048,\n",
       "   'Volume': 28314738.095238097,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 49.985499749999995,\n",
       "   'High': 50.603500100000005,\n",
       "   'Low': 49.49249965,\n",
       "   'Close': 50.03650035,\n",
       "   'Adj Close': 36.03380005,\n",
       "   'Volume': 23831510.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 50.894999600000006,\n",
       "   'High': 51.5235003,\n",
       "   'Low': 50.491499649999994,\n",
       "   'Close': 51.03449979999999,\n",
       "   'Adj Close': 36.86748495,\n",
       "   'Volume': 24509000.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 55.722726954545465,\n",
       "   'High': 56.314090818181825,\n",
       "   'Low': 55.38454577272728,\n",
       "   'Close': 55.932272863636356,\n",
       "   'Adj Close': 40.47092395454546,\n",
       "   'Volume': 19965090.90909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 56.96047647619048,\n",
       "   'High': 57.37857142857143,\n",
       "   'Low': 56.41095266666666,\n",
       "   'Close': 56.89952423809524,\n",
       "   'Adj Close': 41.269462857142855,\n",
       "   'Volume': 18713861.904761903,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 58.08523847619048,\n",
       "   'High': 58.75619057142857,\n",
       "   'Low': 57.54285719047618,\n",
       "   'Close': 58.00047590476189,\n",
       "   'Adj Close': 42.14410019047618,\n",
       "   'Volume': 21111823.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 57.22090940909092,\n",
       "   'High': 58.06136377272726,\n",
       "   'Low': 56.44181831818182,\n",
       "   'Close': 57.33363645454545,\n",
       "   'Adj Close': 41.659563000000006,\n",
       "   'Volume': 22526268.181818184,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 58.62190471428572,\n",
       "   'High': 59.43142904761904,\n",
       "   'Low': 58.01952414285714,\n",
       "   'Close': 58.78000004761905,\n",
       "   'Adj Close': 42.81696719047619,\n",
       "   'Volume': 18849480.95238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 60.4838100952381,\n",
       "   'High': 61.45476171428571,\n",
       "   'Low': 59.60952428571428,\n",
       "   'Close': 60.50761904761904,\n",
       "   'Adj Close': 44.14277238095239,\n",
       "   'Volume': 26673995.23809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 54.435651913043465,\n",
       "   'High': 55.9552171304348,\n",
       "   'Low': 52.44956534782609,\n",
       "   'Close': 54.35652134782608,\n",
       "   'Adj Close': 39.655295869565215,\n",
       "   'Volume': 32537447.826086957,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 53.99473757894736,\n",
       "   'High': 55.13894742105263,\n",
       "   'Low': 52.80842105263159,\n",
       "   'Close': 53.864736947368414,\n",
       "   'Adj Close': 39.29651868421053,\n",
       "   'Volume': 27094636.842105262,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 55.3118184090909,\n",
       "   'High': 56.105455000000006,\n",
       "   'Low': 54.408181363636345,\n",
       "   'Close': 55.30818213636364,\n",
       "   'Adj Close': 40.460379499999995,\n",
       "   'Volume': 21336886.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2009: {1: {'Open': 51.40400030000001,\n",
       "   'High': 51.916999350000005,\n",
       "   'Low': 50.67449979999999,\n",
       "   'Close': 51.210999900000004,\n",
       "   'Adj Close': 37.52180475,\n",
       "   'Volume': 25927360.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 48.428946894736846,\n",
       "   'High': 49.2700002631579,\n",
       "   'Low': 47.82736831578947,\n",
       "   'Close': 48.5884212631579,\n",
       "   'Adj Close': 35.600265263157894,\n",
       "   'Volume': 26791221.05263158,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 49.82363645454546,\n",
       "   'High': 50.53500004545454,\n",
       "   'Low': 49.03500018181819,\n",
       "   'Close': 49.843181454545466,\n",
       "   'Adj Close': 36.66171536363637,\n",
       "   'Volume': 24786159.09090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 50.744285380952384,\n",
       "   'High': 51.436190047619036,\n",
       "   'Low': 50.16285719047619,\n",
       "   'Close': 50.80428571428572,\n",
       "   'Adj Close': 37.433392999999995,\n",
       "   'Volume': 21453433.333333332,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 49.95049965,\n",
       "   'High': 50.454000099999995,\n",
       "   'Low': 49.27999965,\n",
       "   'Close': 49.74449979999999,\n",
       "   'Adj Close': 36.77000905,\n",
       "   'Volume': 18852445.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 49.46818172727273,\n",
       "   'High': 49.82272754545455,\n",
       "   'Low': 48.974545590909095,\n",
       "   'Close': 49.387727136363644,\n",
       "   'Adj Close': 36.58551481818183,\n",
       "   'Volume': 18986295.454545453,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 48.58227218181817,\n",
       "   'High': 48.87818186363638,\n",
       "   'Low': 48.243635999999995,\n",
       "   'Close': 48.58772718181819,\n",
       "   'Adj Close': 35.99289159090908,\n",
       "   'Volume': 16775859.090909092,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 50.844761952380956,\n",
       "   'High': 51.19571447619048,\n",
       "   'Low': 50.43666671428572,\n",
       "   'Close': 50.810952333333326,\n",
       "   'Adj Close': 37.77890204761905,\n",
       "   'Volume': 16392952.38095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 50.58333357142857,\n",
       "   'High': 50.830000047619045,\n",
       "   'Low': 50.253809619047615,\n",
       "   'Close': 50.48952438095239,\n",
       "   'Adj Close': 37.60649642857143,\n",
       "   'Volume': 17889204.76190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 50.166817909090916,\n",
       "   'High': 50.47181827272727,\n",
       "   'Low': 49.80909095454546,\n",
       "   'Close': 50.13454604545456,\n",
       "   'Adj Close': 37.34209659090909,\n",
       "   'Volume': 17000809.09090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 52.8159996,\n",
       "   'High': 53.2344997,\n",
       "   'Low': 52.55399984999999,\n",
       "   'Close': 53.01350024999999,\n",
       "   'Adj Close': 39.48645085,\n",
       "   'Volume': 15300485.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 54.062726954545454,\n",
       "   'High': 54.28227286363636,\n",
       "   'Low': 53.676818272727274,\n",
       "   'Close': 53.96499995454546,\n",
       "   'Adj Close': 40.341700772727265,\n",
       "   'Volume': 12030968.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2010: {1: {'Open': 53.74052647368421,\n",
       "   'High': 54.102105263157895,\n",
       "   'Low': 53.307894052631575,\n",
       "   'Close': 53.6810524736842,\n",
       "   'Adj Close': 40.18492526315789,\n",
       "   'Volume': 15346921.05263158,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 53.45789500000001,\n",
       "   'High': 53.81947394736842,\n",
       "   'Low': 53.14842110526316,\n",
       "   'Close': 53.53842189473685,\n",
       "   'Adj Close': 40.078156263157894,\n",
       "   'Volume': 14658157.894736841,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 54.84173904347826,\n",
       "   'High': 55.16565239130435,\n",
       "   'Low': 54.619130478260864,\n",
       "   'Close': 54.914347956521745,\n",
       "   'Adj Close': 41.270343043478256,\n",
       "   'Volume': 11772365.217391305,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 54.62761914285714,\n",
       "   'High': 54.90904776190477,\n",
       "   'Low': 54.3252379047619,\n",
       "   'Close': 54.585238523809515,\n",
       "   'Adj Close': 41.09172242857143,\n",
       "   'Volume': 13473861.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 52.36000005,\n",
       "   'High': 52.79349995,\n",
       "   'Low': 51.8125,\n",
       "   'Close': 52.24550025,\n",
       "   'Adj Close': 39.47700415,\n",
       "   'Volume': 19905950.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 50.78363613636364,\n",
       "   'High': 51.145455136363644,\n",
       "   'Low': 50.338181454545456,\n",
       "   'Close': 50.638636727272726,\n",
       "   'Adj Close': 38.34181122727272,\n",
       "   'Volume': 17752204.545454547,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 50.015713809523795,\n",
       "   'High': 50.40047604761904,\n",
       "   'Low': 49.65523795238094,\n",
       "   'Close': 50.10857109523809,\n",
       "   'Adj Close': 37.94046347619047,\n",
       "   'Volume': 13349561.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 51.029090636363634,\n",
       "   'High': 51.438636318181814,\n",
       "   'Low': 50.69863595454546,\n",
       "   'Close': 51.04818190909091,\n",
       "   'Adj Close': 38.80452445454545,\n",
       "   'Volume': 12389050.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 52.69952376190476,\n",
       "   'High': 53.09476171428572,\n",
       "   'Low': 52.478571333333335,\n",
       "   'Close': 52.82333366666667,\n",
       "   'Adj Close': 40.229028142857146,\n",
       "   'Volume': 10299238.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 53.91999980952381,\n",
       "   'High': 54.25190504761905,\n",
       "   'Low': 53.597619571428574,\n",
       "   'Close': 53.92761904761905,\n",
       "   'Adj Close': 41.07002571428571,\n",
       "   'Volume': 9925957.142857144,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 54.36952347619048,\n",
       "   'High': 54.672856904761915,\n",
       "   'Low': 54.05571476190475,\n",
       "   'Close': 54.36190461904761,\n",
       "   'Adj Close': 41.40076852380952,\n",
       "   'Volume': 11514400.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 54.19500009090909,\n",
       "   'High': 54.44227295454546,\n",
       "   'Low': 53.95136377272727,\n",
       "   'Close': 54.20045495454545,\n",
       "   'Adj Close': 41.453415136363624,\n",
       "   'Volume': 11190095.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2011: {1: {'Open': 55.2630002,\n",
       "   'High': 55.69900084999999,\n",
       "   'Low': 54.9144997,\n",
       "   'Close': 55.35550005,\n",
       "   'Adj Close': 42.390229649999995,\n",
       "   'Volume': 13032825.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 54.893683947368416,\n",
       "   'High': 55.146842105263154,\n",
       "   'Low': 54.447368315789475,\n",
       "   'Close': 54.81842089473683,\n",
       "   'Adj Close': 41.97894994736843,\n",
       "   'Volume': 14570484.210526315,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 52.11434773913045,\n",
       "   'High': 52.448260869565225,\n",
       "   'Low': 51.78695669565217,\n",
       "   'Close': 52.108695260869574,\n",
       "   'Adj Close': 40.11063682608695,\n",
       "   'Volume': 12141186.956521738,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 53.26249975,\n",
       "   'High': 53.675000350000005,\n",
       "   'Low': 53.07499954999999,\n",
       "   'Close': 53.41800010000001,\n",
       "   'Adj Close': 41.19325145,\n",
       "   'Volume': 8899640.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 55.172858000000005,\n",
       "   'High': 55.53952404761905,\n",
       "   'Low': 54.90380976190477,\n",
       "   'Close': 55.230952428571406,\n",
       "   'Adj Close': 42.77918190476191,\n",
       "   'Volume': 9319000.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 53.20772704545457,\n",
       "   'High': 53.52545404545455,\n",
       "   'Low': 52.83136381818183,\n",
       "   'Close': 53.10318168181818,\n",
       "   'Adj Close': 41.221426909090916,\n",
       "   'Volume': 12843850.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 53.733500049999996,\n",
       "   'High': 54.03100055,\n",
       "   'Low': 53.504999600000005,\n",
       "   'Close': 53.748000250000004,\n",
       "   'Adj Close': 41.721967899999996,\n",
       "   'Volume': 9905195.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 51.525217608695655,\n",
       "   'High': 52.0821744347826,\n",
       "   'Low': 50.93217382608696,\n",
       "   'Close': 51.53347769565217,\n",
       "   'Adj Close': 40.205345521739126,\n",
       "   'Volume': 18457700.0,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 51.86523823809524,\n",
       "   'High': 52.38047604761904,\n",
       "   'Low': 51.48095233333331,\n",
       "   'Close': 51.86952400000001,\n",
       "   'Adj Close': 40.55507623809524,\n",
       "   'Volume': 13136480.952380951,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 55.130000238095235,\n",
       "   'High': 55.72904752380952,\n",
       "   'Low': 54.866666857142846,\n",
       "   'Close': 55.328571476190476,\n",
       "   'Adj Close': 43.25958985714286,\n",
       "   'Volume': 12800976.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 57.398095190476184,\n",
       "   'High': 57.90666680952381,\n",
       "   'Low': 57.03571404761905,\n",
       "   'Close': 57.571428238095244,\n",
       "   'Adj Close': 45.013206142857136,\n",
       "   'Volume': 10576823.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 58.71523785714285,\n",
       "   'High': 59.074761999999986,\n",
       "   'Low': 58.411428523809526,\n",
       "   'Close': 58.71619042857142,\n",
       "   'Adj Close': 46.14071747619047,\n",
       "   'Volume': 9219376.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2012: {1: {'Open': 60.15899989999999,\n",
       "   'High': 60.57199985,\n",
       "   'Low': 59.80299984999999,\n",
       "   'Close': 60.2354999,\n",
       "   'Adj Close': 47.39043320000001,\n",
       "   'Volume': 8178850.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 60.93550019999999,\n",
       "   'High': 61.22400049999999,\n",
       "   'Low': 60.58250015,\n",
       "   'Close': 60.898,\n",
       "   'Adj Close': 47.9116534,\n",
       "   'Volume': 9965725.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 60.309545954545456,\n",
       "   'High': 60.642272999999996,\n",
       "   'Low': 60.10181790909091,\n",
       "   'Close': 60.433636818181796,\n",
       "   'Adj Close': 47.79338177272728,\n",
       "   'Volume': 8446463.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 60.073,\n",
       "   'High': 60.553000250000004,\n",
       "   'Low': 59.72700024999999,\n",
       "   'Close': 60.149000150000006,\n",
       "   'Adj Close': 47.638721600000004,\n",
       "   'Volume': 12589395.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 61.17318231818184,\n",
       "   'High': 61.77181872727272,\n",
       "   'Low': 60.985454681818176,\n",
       "   'Close': 61.456363409090905,\n",
       "   'Adj Close': 48.91767081818182,\n",
       "   'Volume': 11231727.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 67.36809452380952,\n",
       "   'High': 67.81761923809522,\n",
       "   'Low': 67.00428514285714,\n",
       "   'Close': 67.50380961904762,\n",
       "   'Adj Close': 53.826153428571445,\n",
       "   'Volume': 10917371.42857143,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 72.1119046190476,\n",
       "   'High': 72.70333319047619,\n",
       "   'Low': 71.75571480952381,\n",
       "   'Close': 72.40666661904763,\n",
       "   'Adj Close': 57.73558809523808,\n",
       "   'Volume': 10032690.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 73.0773915652174,\n",
       "   'High': 73.46043426086956,\n",
       "   'Low': 72.69695678260871,\n",
       "   'Close': 73.04478265217392,\n",
       "   'Adj Close': 58.48963513043479,\n",
       "   'Volume': 7113847.826086956,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 74.15842084210526,\n",
       "   'High': 74.59315684210526,\n",
       "   'Low': 73.8057897368421,\n",
       "   'Close': 74.18157921052631,\n",
       "   'Adj Close': 59.470367315789474,\n",
       "   'Volume': 6400263.157894737,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 75.43142952380953,\n",
       "   'High': 75.89333304761905,\n",
       "   'Low': 74.89571366666667,\n",
       "   'Close': 75.30619061904761,\n",
       "   'Adj Close': 60.37195100000002,\n",
       "   'Volume': 6898009.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 71.13619014285713,\n",
       "   'High': 71.61952390476192,\n",
       "   'Low': 70.55333271428572,\n",
       "   'Close': 71.10952333333333,\n",
       "   'Adj Close': 57.00753780952381,\n",
       "   'Volume': 9223214.285714285,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 69.84550064999999,\n",
       "   'High': 70.24349935,\n",
       "   'Low': 69.3864998,\n",
       "   'Close': 69.71100009999999,\n",
       "   'Adj Close': 56.16422765,\n",
       "   'Volume': 9921685.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2013: {1: {'Open': 69.03857271428572,\n",
       "   'High': 69.40238042857143,\n",
       "   'Low': 68.66190395238097,\n",
       "   'Close': 69.09476142857143,\n",
       "   'Adj Close': 55.69932633333333,\n",
       "   'Volume': 7238471.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 70.47578978947368,\n",
       "   'High': 71.05736815789474,\n",
       "   'Low': 70.08894747368423,\n",
       "   'Close': 70.62315857894738,\n",
       "   'Adj Close': 56.93140978947368,\n",
       "   'Volume': 10813463.157894736,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 73.25399929999999,\n",
       "   'High': 73.80200004999998,\n",
       "   'Low': 72.97849915,\n",
       "   'Close': 73.43649940000002,\n",
       "   'Adj Close': 59.486236700000006,\n",
       "   'Volume': 7572825.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 77.55409136363636,\n",
       "   'High': 78.20681900000001,\n",
       "   'Low': 77.11454577272728,\n",
       "   'Close': 77.68954572727273,\n",
       "   'Adj Close': 63.031884590909094,\n",
       "   'Volume': 7503900.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 77.83909118181818,\n",
       "   'High': 78.2736372727273,\n",
       "   'Low': 77.37181804545453,\n",
       "   'Close': 77.81636368181817,\n",
       "   'Adj Close': 63.42643413636363,\n",
       "   'Volume': 7377050.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 75.06399925000001,\n",
       "   'High': 75.60850000000002,\n",
       "   'Low': 74.5875,\n",
       "   'Close': 74.97800020000001,\n",
       "   'Adj Close': 61.1967948,\n",
       "   'Volume': 8130430.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 77.02545477272727,\n",
       "   'High': 77.44909109090908,\n",
       "   'Low': 76.66181795454544,\n",
       "   'Close': 77.11545418181818,\n",
       "   'Adj Close': 62.941376545454546,\n",
       "   'Volume': 5137518.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 75.31227290909091,\n",
       "   'High': 75.6545451818182,\n",
       "   'Low': 74.87818150000001,\n",
       "   'Close': 75.22409204545455,\n",
       "   'Adj Close': 61.69982918181818,\n",
       "   'Volume': 6084040.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 74.46999970000002,\n",
       "   'High': 74.88350064999999,\n",
       "   'Low': 73.98950049999999,\n",
       "   'Close': 74.4395005,\n",
       "   'Adj Close': 61.12620939999998,\n",
       "   'Volume': 6205485.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 74.83260873913045,\n",
       "   'High': 75.32043486956522,\n",
       "   'Low': 74.25913047826086,\n",
       "   'Close': 74.97913104347826,\n",
       "   'Adj Close': 61.569329782608676,\n",
       "   'Volume': 6565039.130434782,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 78.69000009999999,\n",
       "   'High': 79.18499990000001,\n",
       "   'Low': 78.37299995,\n",
       "   'Close': 78.97300075000001,\n",
       "   'Adj Close': 64.84890725,\n",
       "   'Volume': 5657180.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 78.89999966666667,\n",
       "   'High': 79.2128571904762,\n",
       "   'Low': 78.46428604761904,\n",
       "   'Close': 78.7752382857143,\n",
       "   'Adj Close': 65.02611261904762,\n",
       "   'Volume': 5606847.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2014: {1: {'Open': 76.71142823809525,\n",
       "   'High': 77.07047704761905,\n",
       "   'Low': 76.11999947619046,\n",
       "   'Close': 76.53142833333334,\n",
       "   'Adj Close': 63.20983457142857,\n",
       "   'Volume': 6954704.761904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 73.85789521052632,\n",
       "   'High': 74.42315794736842,\n",
       "   'Low': 73.46473615789473,\n",
       "   'Close': 74.05578978947368,\n",
       "   'Adj Close': 61.16511984210526,\n",
       "   'Volume': 7405726.315789473,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 75.30761828571427,\n",
       "   'High': 75.78333280952381,\n",
       "   'Low': 74.87190519047618,\n",
       "   'Close': 75.30238076190474,\n",
       "   'Adj Close': 62.520118523809536,\n",
       "   'Volume': 6824614.285714285,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 77.67857076190475,\n",
       "   'High': 78.1176198095238,\n",
       "   'Low': 77.34999995238094,\n",
       "   'Close': 77.80857085714285,\n",
       "   'Adj Close': 64.67927266666668,\n",
       "   'Volume': 6361838.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 77.37714242857142,\n",
       "   'High': 77.68523833333333,\n",
       "   'Low': 77.02285704761906,\n",
       "   'Close': 77.38095276190477,\n",
       "   'Adj Close': 64.64474252380953,\n",
       "   'Volume': 5790376.19047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 76.05380985714287,\n",
       "   'High': 76.37047633333334,\n",
       "   'Low': 75.69571471428573,\n",
       "   'Close': 76.01000033333332,\n",
       "   'Adj Close': 63.575373476190485,\n",
       "   'Volume': 5994080.952380952,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 76.17590886363637,\n",
       "   'High': 76.54227340909091,\n",
       "   'Low': 75.91181881818183,\n",
       "   'Close': 76.21090877272728,\n",
       "   'Adj Close': 63.743410636363635,\n",
       "   'Volume': 5462068.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 74.57761866666665,\n",
       "   'High': 74.95333352380955,\n",
       "   'Low': 74.236667,\n",
       "   'Close': 74.67666623809525,\n",
       "   'Adj Close': 62.813813571428575,\n",
       "   'Volume': 5462623.80952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 76.24714228571429,\n",
       "   'High': 76.66904847619045,\n",
       "   'Low': 75.95380990476191,\n",
       "   'Close': 76.33619004761903,\n",
       "   'Adj Close': 64.26883266666668,\n",
       "   'Volume': 5729590.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 76.45782665217392,\n",
       "   'High': 77.07260960869566,\n",
       "   'Low': 75.91826104347825,\n",
       "   'Close': 76.48869486956522,\n",
       "   'Adj Close': 64.39722543478261,\n",
       "   'Volume': 7712460.869565218,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 81.5099997368421,\n",
       "   'High': 82.25105278947369,\n",
       "   'Low': 81.09368373684211,\n",
       "   'Close': 81.88526321052632,\n",
       "   'Adj Close': 68.94069631578947,\n",
       "   'Volume': 8381747.368421053,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 85.17136354545454,\n",
       "   'High': 85.79272672727271,\n",
       "   'Low': 84.5804555,\n",
       "   'Close': 85.1259102727273,\n",
       "   'Adj Close': 72.03254145454545,\n",
       "   'Volume': 6315718.181818182,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2015: {1: {'Open': 87.6659997,\n",
       "   'High': 88.38850024999999,\n",
       "   'Low': 86.9375004,\n",
       "   'Close': 87.60949975,\n",
       "   'Adj Close': 74.17210809999999,\n",
       "   'Volume': 7946385.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 85.44473663157893,\n",
       "   'High': 85.95947515789473,\n",
       "   'Low': 84.85421031578949,\n",
       "   'Close': 85.52315805263159,\n",
       "   'Adj Close': 72.40576089473683,\n",
       "   'Volume': 7291605.263157895,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 82.45909045454545,\n",
       "   'High': 83.02909122727273,\n",
       "   'Low': 81.95545445454546,\n",
       "   'Close': 82.47318172727272,\n",
       "   'Adj Close': 70.10867795454546,\n",
       "   'Volume': 6478772.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 79.74333295238094,\n",
       "   'High': 80.2185719047619,\n",
       "   'Low': 79.22476204761907,\n",
       "   'Close': 79.56047561904764,\n",
       "   'Adj Close': 67.76220623809522,\n",
       "   'Volume': 6842147.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 77.48700025,\n",
       "   'High': 77.8775005,\n",
       "   'Low': 76.9645006,\n",
       "   'Close': 77.33599970000002,\n",
       "   'Adj Close': 66.2199027,\n",
       "   'Volume': 7556285.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 73.01863577272727,\n",
       "   'High': 73.31954577272727,\n",
       "   'Low': 72.59227227272729,\n",
       "   'Close': 72.79727304545456,\n",
       "   'Adj Close': 62.39324422727271,\n",
       "   'Volume': 8025713.636363637,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 72.77090863636366,\n",
       "   'High': 73.19363613636364,\n",
       "   'Low': 72.33636409090909,\n",
       "   'Close': 72.75000036363635,\n",
       "   'Adj Close': 62.35272827272729,\n",
       "   'Volume': 6837290.909090909,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 69.43000014285714,\n",
       "   'High': 70.04666714285715,\n",
       "   'Low': 68.67047571428571,\n",
       "   'Close': 69.2866677142857,\n",
       "   'Adj Close': 59.74961057142858,\n",
       "   'Volume': 10826719.047619049,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 64.26714285714286,\n",
       "   'High': 64.67571476190476,\n",
       "   'Low': 63.788095380952385,\n",
       "   'Close': 64.25238128571429,\n",
       "   'Adj Close': 55.44559966666665,\n",
       "   'Volume': 9086380.952380951,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 61.884091136363644,\n",
       "   'High': 62.31999986363637,\n",
       "   'Low': 61.16409131818182,\n",
       "   'Close': 61.564545636363626,\n",
       "   'Adj Close': 53.12617540909091,\n",
       "   'Volume': 15780409.090909092,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 58.949,\n",
       "   'High': 59.46900015,\n",
       "   'Low': 58.50099995000001,\n",
       "   'Close': 58.91199994999998,\n",
       "   'Adj Close': 50.83720405000001,\n",
       "   'Volume': 11231470.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 59.85590922727272,\n",
       "   'High': 60.43227309090908,\n",
       "   'Low': 59.54863645454547,\n",
       "   'Close': 59.98681827272728,\n",
       "   'Adj Close': 52.178903363636365,\n",
       "   'Volume': 10317050.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2016: {1: {'Open': 62.89315742105263,\n",
       "   'High': 63.88631657894738,\n",
       "   'Low': 62.426315421052635,\n",
       "   'Close': 63.22105263157895,\n",
       "   'Adj Close': 55.01259552631578,\n",
       "   'Volume': 13929778.94736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 66.0525,\n",
       "   'High': 66.79099959999999,\n",
       "   'Low': 65.29400049999998,\n",
       "   'Close': 66.24800044999999,\n",
       "   'Adj Close': 57.64653145000001,\n",
       "   'Volume': 13155135.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 67.42863709090909,\n",
       "   'High': 68.06590845454545,\n",
       "   'Low': 66.99863636363638,\n",
       "   'Close': 67.55499963636365,\n",
       "   'Adj Close': 59.10144086363636,\n",
       "   'Volume': 9232177.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 68.90476233333331,\n",
       "   'High': 69.31952419047619,\n",
       "   'Low': 68.36095142857143,\n",
       "   'Close': 68.82523861904761,\n",
       "   'Adj Close': 60.33250638095238,\n",
       "   'Volume': 6726361.904761905,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 67.85142933333334,\n",
       "   'High': 68.48333261904762,\n",
       "   'Low': 67.41809547619047,\n",
       "   'Close': 68.05285676190476,\n",
       "   'Adj Close': 59.9470461904762,\n",
       "   'Volume': 11094104.761904761,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 71.20545404545453,\n",
       "   'High': 71.68318181818182,\n",
       "   'Low': 70.8840908181818,\n",
       "   'Close': 71.34636304545454,\n",
       "   'Adj Close': 63.000452045454544,\n",
       "   'Volume': 8450890.909090908,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 73.5260001,\n",
       "   'High': 73.82450064999999,\n",
       "   'Low': 73.18200030000001,\n",
       "   'Close': 73.54149939999999,\n",
       "   'Adj Close': 64.93880845,\n",
       "   'Volume': 6886175.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 72.8747824347826,\n",
       "   'High': 73.39000039130434,\n",
       "   'Low': 72.39217343478262,\n",
       "   'Close': 72.8300000869565,\n",
       "   'Adj Close': 64.61575139130434,\n",
       "   'Volume': 9237391.304347826,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 72.05285714285712,\n",
       "   'High': 72.49142904761904,\n",
       "   'Low': 71.57761933333333,\n",
       "   'Close': 72.0085718095238,\n",
       "   'Adj Close': 64.02047671428572,\n",
       "   'Volume': 8427804.761904761,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 69.37285757142857,\n",
       "   'High': 69.7342857142857,\n",
       "   'Low': 68.87095261904761,\n",
       "   'Close': 69.23952366666667,\n",
       "   'Adj Close': 61.5586080952381,\n",
       "   'Volume': 8129342.857142857,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 70.19285761904762,\n",
       "   'High': 70.73047576190477,\n",
       "   'Low': 69.82142876190476,\n",
       "   'Close': 70.30476261904762,\n",
       "   'Adj Close': 62.50567571428572,\n",
       "   'Volume': 10017647.61904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 70.51523880952382,\n",
       "   'High': 70.97190490476191,\n",
       "   'Low': 70.13476171428572,\n",
       "   'Close': 70.51904728571428,\n",
       "   'Adj Close': 63.05951138095239,\n",
       "   'Volume': 7739404.761904762,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2017: {1: {'Open': 67.7674995,\n",
       "   'High': 68.16350059999999,\n",
       "   'Low': 67.30150035,\n",
       "   'Close': 67.6790005,\n",
       "   'Adj Close': 60.601851249999996,\n",
       "   'Volume': 9091400.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 68.78684157894737,\n",
       "   'High': 69.40210521052632,\n",
       "   'Low': 68.45263226315791,\n",
       "   'Close': 68.9747367368421,\n",
       "   'Adj Close': 61.762094999999995,\n",
       "   'Volume': 10945652.631578946,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 70.22739113043477,\n",
       "   'High': 70.67217330434782,\n",
       "   'Low': 69.927826,\n",
       "   'Close': 70.27478295652173,\n",
       "   'Adj Close': 63.2884107826087,\n",
       "   'Volume': 8308830.434782608,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 73.57631563157895,\n",
       "   'High': 74.00894694736844,\n",
       "   'Low': 73.35315789473685,\n",
       "   'Close': 73.68263242105266,\n",
       "   'Adj Close': 66.46281515789474,\n",
       "   'Volume': 6711957.894736842,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 76.84272763636363,\n",
       "   'High': 77.29500022727274,\n",
       "   'Low': 76.55136413636366,\n",
       "   'Close': 76.90636345454547,\n",
       "   'Adj Close': 69.68887790909092,\n",
       "   'Volume': 8288445.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 77.43227209090908,\n",
       "   'High': 77.99136363636364,\n",
       "   'Low': 76.91909118181819,\n",
       "   'Close': 77.55454536363638,\n",
       "   'Adj Close': 70.42348204545455,\n",
       "   'Volume': 11250940.909090908,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 76.3245003,\n",
       "   'High': 76.84599994999999,\n",
       "   'Low': 75.95950080000001,\n",
       "   'Close': 76.40050020000002,\n",
       "   'Adj Close': 69.3755494,\n",
       "   'Volume': 7172405.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 80.02956491304347,\n",
       "   'High': 80.57565213043476,\n",
       "   'Low': 79.57695678260869,\n",
       "   'Close': 79.97608626086956,\n",
       "   'Adj Close': 72.95866030434783,\n",
       "   'Volume': 8854465.217391305,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 79.50549930000001,\n",
       "   'High': 80.00100024999998,\n",
       "   'Low': 79.0255001,\n",
       "   'Close': 79.54350055,\n",
       "   'Adj Close': 72.68387870000001,\n",
       "   'Volume': 8057680.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 84.50500004545455,\n",
       "   'High': 85.26409086363635,\n",
       "   'Low': 84.05545436363637,\n",
       "   'Close': 84.82818218181818,\n",
       "   'Adj Close': 77.51282813636361,\n",
       "   'Volume': 9035231.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 93.08761852380952,\n",
       "   'High': 93.9785710952381,\n",
       "   'Low': 92.449048,\n",
       "   'Close': 93.32190523809524,\n",
       "   'Adj Close': 85.27407114285715,\n",
       "   'Volume': 10604909.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 98.03649985000001,\n",
       "   'High': 98.4670002,\n",
       "   'Low': 97.40600045,\n",
       "   'Close': 97.83600050000001,\n",
       "   'Adj Close': 90.17677075,\n",
       "   'Volume': 8338705.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0}},\n",
       " 2018: {1: {'Open': 103.11095166666667,\n",
       "   'High': 103.87285752380951,\n",
       "   'Low': 102.35380933333334,\n",
       "   'Close': 103.26476133333335,\n",
       "   'Adj Close': 95.35387123809524,\n",
       "   'Volume': 8080695.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 98.80578936842106,\n",
       "   'High': 100.00894710526315,\n",
       "   'Low': 97.07368463157894,\n",
       "   'Close': 98.38999984210528,\n",
       "   'Adj Close': 90.8525542105263,\n",
       "   'Volume': 16185931.578947369,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 88.03809495238094,\n",
       "   'High': 88.94523800000002,\n",
       "   'Low': 87.17095180952381,\n",
       "   'Close': 88.01999952380953,\n",
       "   'Adj Close': 81.64498647619048,\n",
       "   'Volume': 12190619.047619049,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 86.960476,\n",
       "   'High': 87.70571404761905,\n",
       "   'Low': 86.23714376190476,\n",
       "   'Close': 86.89666671428571,\n",
       "   'Adj Close': 80.71808547619047,\n",
       "   'Volume': 7789609.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 84.44454463636363,\n",
       "   'High': 85.07136254545455,\n",
       "   'Low': 83.57409086363636,\n",
       "   'Close': 84.37636354545454,\n",
       "   'Adj Close': 78.71068195454546,\n",
       "   'Volume': 11294695.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 84.46809499999999,\n",
       "   'High': 85.13571423809523,\n",
       "   'Low': 83.9890480952381,\n",
       "   'Close': 84.61809509523809,\n",
       "   'Adj Close': 79.09670861904762,\n",
       "   'Volume': 8839019.047619049,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 86.9580954761905,\n",
       "   'High': 87.69666761904763,\n",
       "   'Low': 86.52952361904764,\n",
       "   'Close': 87.09761876190474,\n",
       "   'Adj Close': 81.41444757142857,\n",
       "   'Volume': 5599852.380952381,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 93.02826026086956,\n",
       "   'High': 93.71826139130432,\n",
       "   'Low': 92.39608708695651,\n",
       "   'Close': 92.9813038695652,\n",
       "   'Adj Close': 87.29247826086956,\n",
       "   'Volume': 8941717.391304348,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 95.49157873684211,\n",
       "   'High': 96.0436842631579,\n",
       "   'Low': 95.04631526315791,\n",
       "   'Close': 95.435263,\n",
       "   'Adj Close': 89.7261802631579,\n",
       "   'Volume': 6695394.736842105,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 96.29826056521739,\n",
       "   'High': 97.38130452173912,\n",
       "   'Low': 95.5834772173913,\n",
       "   'Close': 96.52304352173914,\n",
       "   'Adj Close': 90.74888973913043,\n",
       "   'Volume': 9409608.695652174,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 99.65857152380953,\n",
       "   'High': 100.48190528571429,\n",
       "   'Low': 98.70571433333333,\n",
       "   'Close': 99.5852385714286,\n",
       "   'Adj Close': 93.62790066666668,\n",
       "   'Volume': 9139838.095238095,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 92.1505267894737,\n",
       "   'High': 93.19368421052631,\n",
       "   'Low': 91.02789468421054,\n",
       "   'Close': 92.007368,\n",
       "   'Adj Close': 86.92286526315789,\n",
       "   'Volume': 9805884.210526315,\n",
       "   'days': 19,\n",
       "   'extra_days': 0}},\n",
       " 2019: {1: {'Open': 95.62142800000001,\n",
       "   'High': 96.5109529047619,\n",
       "   'Low': 94.95380980952382,\n",
       "   'Close': 95.80904709523809,\n",
       "   'Adj Close': 90.56916371428572,\n",
       "   'Volume': 7654271.428571428,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 97.75684247368422,\n",
       "   'High': 98.452631,\n",
       "   'Low': 96.99999963157896,\n",
       "   'Close': 97.77526289473685,\n",
       "   'Adj Close': 92.427848,\n",
       "   'Volume': 8778921.05263158,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 98.33380928571428,\n",
       "   'High': 98.90047561904764,\n",
       "   'Low': 97.6557140952381,\n",
       "   'Close': 98.27571352380953,\n",
       "   'Adj Close': 93.18685414285713,\n",
       "   'Volume': 6721290.476190476,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 100.51904733333335,\n",
       "   'High': 101.34238114285716,\n",
       "   'Low': 100.1452386666667,\n",
       "   'Close': 100.89952414285716,\n",
       "   'Adj Close': 95.89445566666667,\n",
       "   'Volume': 5266995.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 101.28272663636362,\n",
       "   'High': 102.11636359090907,\n",
       "   'Low': 100.57409118181819,\n",
       "   'Close': 101.35909172727271,\n",
       "   'Adj Close': 96.70328100000002,\n",
       "   'Volume': 7080222.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 107.97999989999998,\n",
       "   'High': 108.78700065000001,\n",
       "   'Low': 107.4785004,\n",
       "   'Close': 108.23500000000001,\n",
       "   'Adj Close': 103.41250610000002,\n",
       "   'Volume': 6076250.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 112.96318154545453,\n",
       "   'High': 113.47545381818185,\n",
       "   'Low': 112.19045368181818,\n",
       "   'Close': 112.88363604545452,\n",
       "   'Adj Close': 107.85401531818182,\n",
       "   'Volume': 4149404.5454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 110.5849998181818,\n",
       "   'High': 111.42681709090913,\n",
       "   'Low': 109.394999,\n",
       "   'Close': 110.29409072727275,\n",
       "   'Adj Close': 105.78311890909093,\n",
       "   'Volume': 7176100.0,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 116.81550064999999,\n",
       "   'High': 117.61300044999999,\n",
       "   'Low': 116.17049990000001,\n",
       "   'Close': 116.83600119999998,\n",
       "   'Adj Close': 112.17977185000002,\n",
       "   'Volume': 5268125.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 118.62086917391302,\n",
       "   'High': 119.29826121739131,\n",
       "   'Low': 117.89739156521739,\n",
       "   'Close': 118.59434769565217,\n",
       "   'Adj Close': 113.86804339130437,\n",
       "   'Volume': 4191634.782608696,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 119.55599974999998,\n",
       "   'High': 120.3055004,\n",
       "   'Low': 118.53400005000003,\n",
       "   'Close': 119.31650085000001,\n",
       "   'Adj Close': 114.56141404999998,\n",
       "   'Volume': 5831030.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 119.67000076190475,\n",
       "   'High': 120.14285714285712,\n",
       "   'Low': 118.99904628571429,\n",
       "   'Close': 119.55095242857145,\n",
       "   'Adj Close': 115.22825447619049,\n",
       "   'Volume': 4686795.238095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0}},\n",
       " 2020: {1: {'Open': 116.12714314285714,\n",
       "   'High': 116.87523866666668,\n",
       "   'Low': 115.45618985714289,\n",
       "   'Close': 116.21095204761906,\n",
       "   'Adj Close': 112.08011480952382,\n",
       "   'Volume': 6090833.333333333,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 115.80315752631577,\n",
       "   'High': 116.71684184210527,\n",
       "   'Low': 114.7831585789474,\n",
       "   'Close': 115.63631521052632,\n",
       "   'Adj Close': 111.52590626315788,\n",
       "   'Volume': 6969163.157894737,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 113.43181795454547,\n",
       "   'High': 117.49409109090907,\n",
       "   'Low': 110.65499999999999,\n",
       "   'Close': 114.41727345454545,\n",
       "   'Adj Close': 110.54811654545455,\n",
       "   'Volume': 14497945.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 124.94904833333335,\n",
       "   'High': 127.279048,\n",
       "   'Low': 123.5657138095238,\n",
       "   'Close': 125.78809571428572,\n",
       "   'Adj Close': 121.85362976190477,\n",
       "   'Volume': 9864752.38095238,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 124.5939997,\n",
       "   'High': 125.57000000000001,\n",
       "   'Low': 122.96499934999997,\n",
       "   'Close': 124.07350000000001,\n",
       "   'Adj Close': 120.61597704999997,\n",
       "   'Volume': 9339485.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 120.7986366818182,\n",
       "   'High': 121.52090899999999,\n",
       "   'Low': 119.57772772727272,\n",
       "   'Close': 120.50636331818183,\n",
       "   'Adj Close': 117.25060577272728,\n",
       "   'Volume': 8447827.272727273,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 128.70318190909092,\n",
       "   'High': 130.195454,\n",
       "   'Low': 127.52590977272726,\n",
       "   'Close': 128.98181804545453,\n",
       "   'Adj Close': 125.49707790909093,\n",
       "   'Volume': 8975095.454545455,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 132.13714457142856,\n",
       "   'High': 133.4623827142857,\n",
       "   'Low': 130.85666695238095,\n",
       "   'Close': 132.46905080952382,\n",
       "   'Adj Close': 129.22111038095238,\n",
       "   'Volume': 10952780.952380951,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 139.19285728571427,\n",
       "   'High': 141.03523819047618,\n",
       "   'Low': 137.372382,\n",
       "   'Close': 138.90714223809525,\n",
       "   'Adj Close': 135.7098789047619,\n",
       "   'Volume': 12793200.0,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 142.70727122727274,\n",
       "   'High': 143.84999981818183,\n",
       "   'Low': 141.7136361818182,\n",
       "   'Close': 142.59499986363633,\n",
       "   'Adj Close': 139.31285577272726,\n",
       "   'Volume': 5863409.090909091,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 147.84449995000003,\n",
       "   'High': 149.40099945000003,\n",
       "   'Low': 146.75750120000004,\n",
       "   'Close': 148.09999845000002,\n",
       "   'Adj Close': 144.69114689999998,\n",
       "   'Volume': 6896675.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 147.02318086363633,\n",
       "   'High': 147.6018177272727,\n",
       "   'Low': 145.67909104545456,\n",
       "   'Close': 146.57681759090912,\n",
       "   'Adj Close': 143.5564914090909,\n",
       "   'Volume': 7744022.7272727275,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2021: {1: {'Open': 145.8936855789474,\n",
       "   'High': 147.0231580526316,\n",
       "   'Low': 144.69736836842105,\n",
       "   'Close': 145.75842042105262,\n",
       "   'Adj Close': 142.9239975263158,\n",
       "   'Volume': 7903310.52631579,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 140.67315842105265,\n",
       "   'High': 141.72631515789473,\n",
       "   'Low': 139.64789468421054,\n",
       "   'Close': 140.45842221052632,\n",
       "   'Adj Close': 137.7270620526316,\n",
       "   'Volume': 9736831.578947369,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 131.86000139130437,\n",
       "   'High': 133.23260830434785,\n",
       "   'Low': 131.0595663478261,\n",
       "   'Close': 132.1117377826087,\n",
       "   'Adj Close': 129.7809502173913,\n",
       "   'Volume': 10719482.608695652,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 139.3314295714286,\n",
       "   'High': 140.21857190476192,\n",
       "   'Low': 138.62333319047616,\n",
       "   'Close': 139.46142947619046,\n",
       "   'Adj Close': 137.32041352380952,\n",
       "   'Volume': 7291519.047619048,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  5: {'Open': 140.91299905,\n",
       "   'High': 141.94599915,\n",
       "   'Low': 139.89150089999995,\n",
       "   'Close': 140.7820006,\n",
       "   'Adj Close': 139.08322825,\n",
       "   'Volume': 8738890.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  6: {'Open': 139.03227236363637,\n",
       "   'High': 139.83818254545457,\n",
       "   'Low': 138.2886366818182,\n",
       "   'Close': 139.03409236363635,\n",
       "   'Adj Close': 137.43726359090908,\n",
       "   'Volume': 7686681.818181818,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  7: {'Open': 141.0700008095238,\n",
       "   'High': 142.04999938095239,\n",
       "   'Low': 140.3757150952381,\n",
       "   'Close': 141.16476295238098,\n",
       "   'Adj Close': 139.54346290476192,\n",
       "   'Volume': 6280147.619047619,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  8: {'Open': 147.68772759090908,\n",
       "   'High': 148.7931816363636,\n",
       "   'Low': 146.93863677272728,\n",
       "   'Close': 147.84318200000004,\n",
       "   'Adj Close': 146.49053345454547,\n",
       "   'Volume': 8245445.454545454,\n",
       "   'days': 22,\n",
       "   'extra_days': 0},\n",
       "  9: {'Open': 144.78761866666667,\n",
       "   'High': 145.61095319047618,\n",
       "   'Low': 143.8190465714286,\n",
       "   'Close': 144.4409535238095,\n",
       "   'Adj Close': 143.3074464761905,\n",
       "   'Volume': 7202628.571428572,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  10: {'Open': 142.45952423809524,\n",
       "   'High': 143.63857233333331,\n",
       "   'Low': 141.7119061904762,\n",
       "   'Close': 142.63571314285716,\n",
       "   'Adj Close': 141.51637190476188,\n",
       "   'Volume': 6571409.523809524,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  11: {'Open': 146.93809509523808,\n",
       "   'High': 147.83190338095238,\n",
       "   'Low': 145.68047514285712,\n",
       "   'Close': 146.56285604761905,\n",
       "   'Adj Close': 145.41269790476187,\n",
       "   'Volume': 8480295.238095239,\n",
       "   'days': 21,\n",
       "   'extra_days': 0},\n",
       "  12: {'Open': 140.34090986363637,\n",
       "   'High': 141.65681872727274,\n",
       "   'Low': 139.08045468181814,\n",
       "   'Close': 140.58818186363635,\n",
       "   'Adj Close': 139.89675495454546,\n",
       "   'Volume': 10852236.363636363,\n",
       "   'days': 22,\n",
       "   'extra_days': 0}},\n",
       " 2022: {1: {'Open': 141.79599980000003,\n",
       "   'High': 143.25749889999997,\n",
       "   'Low': 140.49899915000003,\n",
       "   'Close': 141.7949996,\n",
       "   'Adj Close': 141.24869610000002,\n",
       "   'Volume': 8286935.0,\n",
       "   'days': 20,\n",
       "   'extra_days': 0},\n",
       "  2: {'Open': 137.1821072631579,\n",
       "   'High': 138.25947399999995,\n",
       "   'Low': 135.80368442105265,\n",
       "   'Close': 137.02210757894736,\n",
       "   'Adj Close': 136.49419200000003,\n",
       "   'Volume': 8557121.05263158,\n",
       "   'days': 19,\n",
       "   'extra_days': 0},\n",
       "  3: {'Open': 142.5143472173913,\n",
       "   'High': 144.30565273913047,\n",
       "   'Low': 141.5534774347826,\n",
       "   'Close': 143.1626095652174,\n",
       "   'Adj Close': 142.87884256521738,\n",
       "   'Volume': 8081595.652173913,\n",
       "   'days': 23,\n",
       "   'extra_days': 0},\n",
       "  4: {'Open': 150.285004,\n",
       "   'High': 152.2350005,\n",
       "   'Low': 149.459999,\n",
       "   'Close': 151.024994,\n",
       "   'Adj Close': 151.024994,\n",
       "   'Volume': 7711400.0,\n",
       "   'days': 2,\n",
       "   'extra_days': 0}}}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_by_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3458aa5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_date_value_tuple(item_name, data):\n",
    "    value_list = []\n",
    "    header = list(data[0])\n",
    "    serial_number = header.index(item_name)\n",
    "    for line in data[1:]:\n",
    "        value_list.append((line[0], int(line[serial_number])))\n",
    "    return value_list\n",
    "\n",
    "\n",
    "def generate_monthly_value_list(item_name, data_by_date):  # 生成item_name栏中数据的每月值列表\n",
    "    value_list = []\n",
    "    for year in data_by_date:\n",
    "        for month in data_by_date[year]:\n",
    "            value_list.append(data_by_date[year][month][item_name])\n",
    "    return value_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "94b61716",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_yearly_mean_value_list(item_name, data_by_date):  # 生成item_name栏中数据的每年平均值列表\n",
    "    value_list = []\n",
    "    for year in data_by_date:\n",
    "        value_sum = sum([data_by_date[year][month][item_name] for month in data_by_date[year]])\n",
    "        value_list.append(value_sum / len(data_by_date[year]))\n",
    "    return value_list\n",
    "\n",
    "\n",
    "def generate_yearly_total_value_list(item_name, data_by_date):  # 生成item_name栏中数据的每年总值列表\n",
    "    value_list = []\n",
    "    for year in data_by_date:\n",
    "        value_sum = sum([data_by_date[year][month][item_name] for month in data_by_date[year]])\n",
    "        value_list.append(value_sum * 12)\n",
    "    return value_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0396108f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.03563380000000001, 0.03396535, 0.033687090909090917, 0.03702835, 0.037350894736842104, 0.03591628571428571, 0.03403315789473684, 0.028907318181818183, 0.024257000000000004, 0.023885363636363642, 0.019318857142857145, 0.020673238095238092, 0.023191782608695654, 0.02359068421052632, 0.025111956521739132, 0.020080666666666667, 0.0152529, 0.017825454545454547, 0.018171684210526312, 0.01736523809523809, 0.017613809523809525, 0.017879045454545453, 0.02108645, 0.021419999999999998, 0.019001363636363636, 0.0167557, 0.013583304347826087, 0.011851449999999996, 0.010245476190476189, 0.013950636363636365, 0.016602315789473684, 0.020392, 0.020481227272727272, 0.02111533333333333, 0.025698190476190468, 0.027724181818181814, 0.025943523809523805, 0.02689533333333334, 0.03053134782608696, 0.03345510526315789, 0.03048572727272727, 0.030839904761904752, 0.030940999999999996, 0.03482108695652174, 0.03449342857142857, 0.0324231, 0.030145909090909098, 0.028941952380952388, 0.030362681818181816, 0.03338085714285714, 0.032551857142857146, 0.03399895000000001, 0.03385513636363636, 0.03182400000000001, 0.03012168421052631, 0.030904217391304348, 0.029027499999999994, 0.02893247619047619, 0.03187672727272727, 0.03247442105263158, 0.03477626086956522, 0.035747666666666664, 0.03840938095238095, 0.04031580952380953, 0.044883238095238094, 0.04117619047619048, 0.043425000000000005, 0.0428008181818182, 0.04585144999999999, 0.05393295454545454, 0.053412454545454534, 0.052824, 0.059496608695652174, 0.061637100000000014, 0.059070909090909084, 0.05020819047619048, 0.05176725, 0.05422454545454546, 0.05273263157894735, 0.05523140909090909, 0.05906435000000001, 0.05955754545454544, 0.05928785714285715, 0.05861566666666666, 0.06882056521739131, 0.07369347368421049, 0.0681183043478261, 0.07100828571428572, 0.08046425, 0.07861022727272729, 0.07792584999999999, 0.0680782857142857, 0.07141671428571429, 0.07788414285714285, 0.08567942857142859, 0.09535149999999999, 0.10770638095238094, 0.11859942857142856, 0.12207521739130431, 0.12424833333333332, 0.1270148636363636, 0.14790814285714285, 0.14566957894736837, 0.15849636363636363, 0.1717454761904762, 0.17768699999999998, 0.17690436363636364, 0.1682628181818182, 0.1757350952380953, 0.16320471428571426, 0.1849055909090909, 0.20056235000000006, 0.2012678181818182, 0.18881835, 0.2003714210526316, 0.19780960869565214, 0.23301814285714284, 0.23848875000000005, 0.23764127272727276, 0.2525445238095238, 0.26510077272727267, 0.32573280952380956, 0.3669862857142857, 0.4147386190476191, 0.47287549999999984, 0.4406650476190476, 0.4556685789473685, 0.5214869130434784, 0.5725956500000001, 0.6554256666666668, 0.7484139545454546, 0.8075833500000001, 0.7729788695652174, 0.7469676666666664, 0.7946246666666665, 0.8032484285714286, 0.7483173333333334, 0.7031011428571429, 0.6184134, 0.6456622727272727, 0.6463199, 0.6813650454545456, 0.7470007142857144, 0.7789178571428572, 0.8323030434782609, 0.8444386842105264, 0.8049235652173914, 0.7928659523809524, 0.75649165, 0.8127185454545455, 0.878315105263158, 0.8622160476190476, 0.8919715714285714, 0.9492449090909093, 1.0408901499999998, 0.9809947727272729, 0.9694379545454546, 0.9577330526315789, 1.011475652173913, 1.0907073999999999, 1.2082689047619046, 1.1864707727272725, 1.2405646842105262, 1.4644968, 1.5669274090909087, 1.6734959047619047, 1.9070228095238098, 1.8641386363636365, 1.7790666190476192, 1.660230714285714, 1.7086837391304344, 1.7685562105263157, 1.8331752272727273, 1.8839046190476192, 2.038900105263158, 2.2441550454545447, 2.2022894761904763, 2.18035645, 2.507940136363636, 2.7673694090909087, 3.144309333333333, 2.9521509999999997, 2.4539132727272723, 2.1148838500000005, 1.9032309545454544, 2.0833493499999998, 2.1071676000000004, 2.291944652173913, 2.2073270000000003, 2.1091694761904765, 2.288759863636363, 2.5066878, 2.425955130434782, 2.4671610952380956, 2.5350225238095234, 2.36444080952381, 2.420836285714285, 2.4839666666666664, 2.6173476842105265, 2.553757545454545, 2.7191316, 2.8973509090909086, 3.0884935, 3.1841378000000002, 3.2614382608695647, 3.16473195, 3.3254498636363636, 3.323006571428572, 3.45913575, 3.4832475909090914, 3.3343887894736843, 3.6474726818181824, 3.8628817500000006, 4.22801140909091, 4.821078333333333, 5.2027868095238095, 4.560133826086956, 4.2461733684210525, 4.250779782608696, 4.551301333333334, 4.8857947, 4.836139909090909, 5.693330315789474, 5.8691736500000005, 6.617494636363636, 6.512298545454545, 6.737138849999998, 7.248846818181819, 7.7760301818181805, 7.814196450000002, 7.498918913043477, 7.6368262, 8.438248714285715, 8.977026454545454, 8.520590210526315, 8.421347681818181, 8.368191333333332, 8.324985, 8.584127181818184, 8.736371590909092, 9.15333638095238, 9.286840333333334, 9.501263954545454, 9.90534985, 10.228383636363638, 9.78919365, 10.18286647368421, 10.565210652173914, 8.861403666666668, 8.666771749999999, 8.45021690909091, 8.228082666666667, 8.199187227272727, 7.7932424285714275, 8.398286142857145, 9.212195380952382, 8.614500545454545, 8.121863523809525, 8.831533263157898, 8.819574217391306, 8.119680263157893, 7.701199666666666, 7.768716045454545, 8.010492000000003, 7.830569173913045, 7.837598619047619, 7.558093666666666, 7.57471161904762, 7.136445047619048, 7.009864809523809, 7.669311421052633, 7.964371173913044, 8.045845947368422, 7.8181877727272715, 8.40897290909091, 8.6331598, 8.128396782608698, 8.127787099999999, 7.46256540909091, 7.745178952380953, 7.576004499999999, 6.992468590909092, 7.1151914000000005, 7.541392095238094, 7.392294, 7.98062618181818, 8.37227935, 7.821319363636363, 8.519740227272727, 8.7082893, 8.812292565217394, 8.352848999999999, 7.892232571428572, 7.594989545454547, 8.08307710526316, 9.32384735, 9.168672318181816, 9.706898761904764, 10.595782714285715, 11.834113954545455, 12.030472666666666, 12.407467095238095, 11.70860143478261, 12.643899368421053, 13.074320545454547, 13.1354857, 14.669490736842105, 16.571529181818185, 16.942977523809525, 17.5690284, 19.313542090909092, 21.276354500000004, 21.214548666666666, 20.156671761904764, 20.749092909090905, 23.774918300000003, 25.599242636363634, 27.206404736842106, 28.199656473684215, 30.809056695652174, 32.58113804761905, 29.651328999999993, 29.56451477272727, 31.030012047619046, 29.719698136363636, 30.993371190476193, 35.38490642857143, 38.45089371428571, 42.90130113636363, 42.0229929, 35.5161134, 35.18295773913044, 39.23414005263158, 37.11739986363637, 37.079852272727265, 39.5932924, 34.33185573913044, 33.73702395, 30.621394363636366, 32.0437351904762, 34.7831055, 36.023483380952385, 35.07606589473684, 32.76342345454545, 34.071316849999995, 35.20982927272728, 33.471335095238096, 35.08828233333334, 34.885295391304346, 31.637235, 35.19153239130434, 36.877720571428576, 37.630842099999995, 38.8576429047619, 40.40329136842105, 41.94992865, 39.573268999999996, 37.657983818181826, 37.773162449999994, 34.23864027272727, 34.605560181818184, 35.787693100000006, 36.65191756521739, 36.571060149999994, 34.80108304761905, 33.55427976190476, 32.39703689473684, 34.24069447619048, 37.10535214285714, 36.687549523809516, 36.80570728571428, 38.10224936363637, 39.37300428571429, 39.287625523809524, 39.809069217391304, 38.514705842105265, 35.87886986363637, 36.34346104999999, 39.28915142105264, 40.431163434782604, 39.624395285714286, 37.73686255, 37.820395142857144, 36.08781595238096, 36.51101695454546, 36.24001880952381, 36.34000795238096, 38.12603004761905, 36.2808300909091, 36.769337349999994, 36.10014857894737, 35.534756, 33.15780209523809, 33.04830171428572, 33.42650313636364, 34.406710700000005, 33.01044482608695, 30.72994766666667, 31.26817861904762, 33.91171109523809, 33.56480952380953, 31.892778549999996, 31.874361421052633, 32.475258391304344, 32.16382684210526, 33.25605363636364, 33.591722590909086, 31.410171450000007, 31.221072217391303, 33.71795485, 34.66288572727273, 33.34308138095238, 32.54452355, 33.77676235, 34.37365336842105, 33.468008772727266, 34.218546849999996, 33.807998727272725, 35.05218938095238, 34.1754800952381, 32.0348412173913, 31.089758473684206, 32.454608521739125, 32.446384904761906, 34.75001544999999, 34.48971147619048, 36.03380005, 36.86748495, 40.47092395454546, 41.269462857142855, 42.14410019047618, 41.659563000000006, 42.81696719047619, 44.14277238095239, 39.655295869565215, 39.29651868421053, 40.460379499999995, 37.52180475, 35.600265263157894, 36.66171536363637, 37.433392999999995, 36.77000905, 36.58551481818183, 35.99289159090908, 37.77890204761905, 37.60649642857143, 37.34209659090909, 39.48645085, 40.341700772727265, 40.18492526315789, 40.078156263157894, 41.270343043478256, 41.09172242857143, 39.47700415, 38.34181122727272, 37.94046347619047, 38.80452445454545, 40.229028142857146, 41.07002571428571, 41.40076852380952, 41.453415136363624, 42.390229649999995, 41.97894994736843, 40.11063682608695, 41.19325145, 42.77918190476191, 41.221426909090916, 41.721967899999996, 40.205345521739126, 40.55507623809524, 43.25958985714286, 45.013206142857136, 46.14071747619047, 47.39043320000001, 47.9116534, 47.79338177272728, 47.638721600000004, 48.91767081818182, 53.826153428571445, 57.73558809523808, 58.48963513043479, 59.470367315789474, 60.37195100000002, 57.00753780952381, 56.16422765, 55.69932633333333, 56.93140978947368, 59.486236700000006, 63.031884590909094, 63.42643413636363, 61.1967948, 62.941376545454546, 61.69982918181818, 61.12620939999998, 61.569329782608676, 64.84890725, 65.02611261904762, 63.20983457142857, 61.16511984210526, 62.520118523809536, 64.67927266666668, 64.64474252380953, 63.575373476190485, 63.743410636363635, 62.813813571428575, 64.26883266666668, 64.39722543478261, 68.94069631578947, 72.03254145454545, 74.17210809999999, 72.40576089473683, 70.10867795454546, 67.76220623809522, 66.2199027, 62.39324422727271, 62.35272827272729, 59.74961057142858, 55.44559966666665, 53.12617540909091, 50.83720405000001, 52.178903363636365, 55.01259552631578, 57.64653145000001, 59.10144086363636, 60.33250638095238, 59.9470461904762, 63.000452045454544, 64.93880845, 64.61575139130434, 64.02047671428572, 61.5586080952381, 62.50567571428572, 63.05951138095239, 60.601851249999996, 61.762094999999995, 63.2884107826087, 66.46281515789474, 69.68887790909092, 70.42348204545455, 69.3755494, 72.95866030434783, 72.68387870000001, 77.51282813636361, 85.27407114285715, 90.17677075, 95.35387123809524, 90.8525542105263, 81.64498647619048, 80.71808547619047, 78.71068195454546, 79.09670861904762, 81.41444757142857, 87.29247826086956, 89.7261802631579, 90.74888973913043, 93.62790066666668, 86.92286526315789, 90.56916371428572, 92.427848, 93.18685414285713, 95.89445566666667, 96.70328100000002, 103.41250610000002, 107.85401531818182, 105.78311890909093, 112.17977185000002, 113.86804339130437, 114.56141404999998, 115.22825447619049, 112.08011480952382, 111.52590626315788, 110.54811654545455, 121.85362976190477, 120.61597704999997, 117.25060577272728, 125.49707790909093, 129.22111038095238, 135.7098789047619, 139.31285577272726, 144.69114689999998, 143.5564914090909, 142.9239975263158, 137.7270620526316, 129.7809502173913, 137.32041352380952, 139.08322825, 137.43726359090908, 139.54346290476192, 146.49053345454547, 143.3074464761905, 141.51637190476188, 145.41269790476187, 139.89675495454546, 141.24869610000002, 136.49419200000003, 142.87884256521738, 151.024994]\n"
     ]
    }
   ],
   "source": [
    "# 生成平均收盘价列表\n",
    "Adj_Close_monthly_value_list = generate_monthly_value_list('Adj Close', data_by_date)\n",
    "Adj_Close_yearly_value_list = generate_yearly_mean_value_list('Adj Close', data_by_date)\n",
    "print(Adj_Close_monthly_value_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "50d8e058",
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_growth_rate(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(12, 4))\n",
    "    plt.plot(reason, consequence, linestyle='-', marker='D', markersize=2.5)\n",
    "    plt.axhline(ls=':')\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(3))\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def draw_and_show_grbm(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(12, 4))\n",
    "    plt.plot(reason, consequence, linestyle='-', marker='D', markersize=2.5)\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(30))\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def draw_and_show(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(12, 4))\n",
    "    plt.plot(reason, consequence, linestyle='-', marker='D', markersize=1.5)\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def re_draw_and_show_grbm(reason, consequence, tittle, xlabel, ylabel, dense, begin, end):\n",
    "    start = 0\n",
    "    limit = 0\n",
    "    flag = 1\n",
    "    for date in date_by_month:\n",
    "        if date[:4] == end:\n",
    "            break\n",
    "        elif date[:4] == begin:\n",
    "            flag = 0\n",
    "        elif flag:\n",
    "            start += 1\n",
    "            limit += 1\n",
    "        else:\n",
    "            limit += 1\n",
    "    plt.figure(figsize=(12, 4))\n",
    "    plt.plot(reason[start:limit], consequence[start:limit], linestyle='-', marker='D', markersize=2.5)\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(dense))\n",
    "    plt.title('-'.join([begin, end]) + '年' + tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ef5ca60e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1983, 1.377040802887725)\n",
      "(1998, 0.8020521250029701)\n",
      "(1981, 0.7948783926047297)\n",
      "(1986, 0.686362902144193)\n",
      "(1999, 0.6733231986016627)\n",
      "(1982, 0.6378156116809989)\n",
      "(1991, 0.6187994211860434)\n",
      "(1980, 0.5175627160848005)\n",
      "(1978, 0.5040627401905188)\n",
      "(1975, 0.44613611141823944)\n",
      "(1987, 0.4447488903871892)\n",
      "(1990, 0.41565840249872155)\n",
      "(1997, 0.3421029820475295)\n",
      "(1976, 0.318748500060624)\n",
      "(1985, 0.31656497166086356)\n",
      "(1992, 0.3063568709967754)\n",
      "(1989, 0.29740289036466777)\n",
      "(2012, 0.26876414774968405)\n",
      "(1979, 0.2358922484032549)\n",
      "(2020, 0.21760569390889925)\n",
      "(2018, 0.20448553751618978)\n",
      "(2019, 0.1983950993327301)\n",
      "(2008, 0.1933501076038051)\n",
      "(2017, 0.1691765938655501)\n",
      "(2013, 0.14666872479729923)\n",
      "(2000, 0.11584081502336681)\n",
      "(2021, 0.11150301393151851)\n",
      "(1984, 0.09715287823420284)\n",
      "(2002, 0.07404383548495902)\n",
      "(2010, 0.0717422031972088)\n",
      "(1977, 0.058273241805890615)\n",
      "(2014, 0.05292806686987976)\n",
      "(2011, 0.05241051509260894)\n",
      "(2007, 0.024211317481500138)\n",
      "(2004, 0.020543018200854052)\n",
      "(2022, 0.02053032984390516)\n",
      "(1996, 0.009634543533415314)\n",
      "(1995, -0.0075629726139555395)\n",
      "(1993, -0.009690559227058077)\n",
      "(2016, -0.014747487056268544)\n",
      "(2003, -0.015851067771650712)\n",
      "(1988, -0.02062387702692953)\n",
      "(2001, -0.03092654583097485)\n",
      "(2006, -0.03154867075258725)\n",
      "(2015, -0.03767938149480797)\n",
      "(2009, -0.06297788438492045)\n",
      "(2005, -0.10181749313303537)\n",
      "(1994, -0.108924404526743)\n",
      "(1973, -0.3099878834952957)\n",
      "(1974, -0.3107215006783363)\n"
     ]
    }
   ],
   "source": [
    "volume_tuple = generate_date_value_tuple('Volume', raw_data)\n",
    "\n",
    "# 计算每年平均股票价格的增长率\n",
    "Adj_Close_yearly_value_growth_rate = [(Adj_Close_yearly_value_list[i + 1] - Adj_Close_yearly_value_list[i]) /\n",
    "                                      Adj_Close_yearly_value_list[i] for i in\n",
    "                                      range(len(Adj_Close_yearly_value_list[:-1]))]\n",
    "# 计算每月平均股票价格的增长率\n",
    "Adj_Close_monthly_value_growth_rate = [(Adj_Close_monthly_value_list[i + 1] - Adj_Close_monthly_value_list[i]) /\n",
    "                                       Adj_Close_monthly_value_list[i] for i in\n",
    "                                       range(len(Adj_Close_monthly_value_list[:-1]))]\n",
    "for item in sorted(zip(date_by_year[1:], Adj_Close_yearly_value_growth_rate), key=lambda x: x[1], reverse=True):\n",
    "        print(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8c9c5beb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/wAAAGBCAYAAADbgrrNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACyJElEQVR4nOzdd3xT9foH8M9J0ibdk+7BHmVTNqKoyBBFVBBQfyr3qrgHXr16vRYHV5TrdQ8UB05AcIEgoMgQKavsyobuPdOVfX5/JCdtoKUraUY/79erL2hycvJNk56e53yf5/kKoiiKICIiIiIiIiKPInP2AIiIiIiIiIjI/hjwExEREREREXkgBvxEREREREREHogBPxEREREREZEHYsBPRERERERE5IEY8BMRERERERF5IAb8RERERERERB6IAT8RERERERGRB2LAT0REREREROSBGPATERE5wZ49e5Cbm9vmx9fW1sJkMrVo2/T0dFRWVrb6Od555x3ceuut0Ov1Ldpep9M1O6aWbAMAWq0WarW6Rc/bFu+++y42bNhg/b6mpgaLFy9u1XPu3r0b2dnZ1u/XrVuH06dP23WcEoPBgL/++ssh+yYiIs/FgJ+IiKgN0tPT8cgjj0Cr1drcXl5ejq1bt2LRokUYMmQIFi5ceNFjdTodbrvtNpuAsylGoxEGg8H6vV6vR21tLcLCwhAeHm798vPzw+zZsxt9/C233IJly5Y1un+TydToxQNRFPH+++9j0KBB8PLyanacAHDbbbchKCgIwcHBCA4ORkBAAARBsH4v3bdv3z6bx2k0GgiCgKysLOttGzduxMCBA5u82JCXlwdBENC1a1d07doVgiCguroaK1euhI+PD7p27YrQ0FDMmTPnoseKooglS5ZAp9NZb1u5ciX+9a9/4fz5802+vpkzZ+LNN9+0fr9u3To8+OCD1u9ffPHFJt/TRYsWXTSWkydP4qqrrkJBQUGTzyk5ffo0Bg0a1KJtiYiIJApnD4CIiMgdhYeHIz09HePHj8emTZtw55134s8//0RtbS0CAwPx4IMPYuHChUhKSrrosW+99RYiIiJw9913N/s8e/bswS233IK6ujpotVoEBgbigQceQF1dnc12Tz31FARBuOjxr776KrKzs/Huu+/i3Xffveh+URSh1Wqxbds29O3b13r7t99+izNnzmD58uX46quvYDQaodPp4OPjA1EUUVdXh7q6OuTn51sfs3r1ami1WiiVSgDAoUOHMGHCBFRUVAAwX6woLCxEXFyczRhUKhUAwMfHx3rbhg0bMH/+/CYvNkjPcebMGSgUCqhUKqhUKmg0Glx11VVYv349XnvtNRw7duyix27cuBFeXl6YPn06APMFh0WLFuHpp5/Gvffei23bttmMReLj4wNvb2/r9//+979x5513Wn8WGRkZmD9/fqPjlcYnKSwsxLRp0zBq1CiEhYVdtL10QScgIACAOeMhPj4ekydPtv5MampqUFJSgu3btzf6OSMiImLAT0RE1AaRkZH45ZdfsHLlSoSEhOCdd96Bn58fjh07hqeffhopKSmNPu6vv/7CwoULodVqLzlz/sILL+DZZ5/F2LFjkZOTg6VLl2L37t1Yvnw5AKCyshLLly/Hgw8+CIVCgby8PIwaNcpmH5s3b8Zrr72G1NRU9O/fv8WvraamBk899RRWr16NGTNmAAB+/PFHvPbaa9i5c2eTj8vKysJVV12FXbt2ISIi4qL7v/zySzz//PM4f/485HI5AHMGgvR/QRBgNBphNBrx3XffITg4GJ9++qn18WfPnkVOTg5iY2Mhk8msY5Uer1AocOzYMfTu3dv6mMZKGZYsWYIZM2ZY9/Hkk09i2rRpWLx4MZ555hnccMMNWLNmDQIDA20eJ5fLrY+ZOnUqzp49i8DAQPTo0QOCICAxMRGDBw9GYGDgRVkMDRUVFWHixIm44oorsGzZMus+Gzp+/DiCg4OtFxjGjBmDxx57DHfeeScUCvPpW1lZGQoLC9GvX78mn4uIiDo3pvQTERG1wa5duyCTyXDHHXcAABITExEeHn7JxxQVFWHWrFl46qmnrKn65eXlqKyshMFggMFgwNGjR+Hl5dXs7H9WVhZee+01a/CXn5+PmJgY6/1//PEH5syZg2+++QYLFixAXFwcEhMTERsba02DT0xMRGho6EX7TklJQUxMjDXYb6n4+HjExcXhvvvuu+g+o9GIJUuW4O9//7s1QAeAAQMGWL+PjIzEFVdcgc8//xwjRozAmTNnrF/STL008y6VIIwbNw6jR4+GTqfD5s2bsWzZMuvzDxw4EJs3b4a/vz9+/fVXAMBPP/2Ebdu2WS+2pKSk4M8//8SSJUsAAC+//DISEhIwbNgwbNy4EYA5M8FoNFrHrNFooFQq8fDDD2PJkiW49957cf/99+POO+/Eww8/bM0+aMypU6dw2WWX4bLLLsPHH3/caLAPAP/4xz9w7bXXoqqqCl9++SV8fHxw66234vbbb8fixYtRXV2NG2+8Ec8//3wz7woREXVmDPiJiIhayWAw4LHHHkNycjL27duHqqoqVFdXQ6PRQKfTQRRFaDQaaDQaVFZWoqqqCgBw9913Y9SoUTZB2rx58/DCCy9Yv//tt99w++23IzIyEoA5sP3uu+9w5MgR5OTk4Pvvv0d5eTmKi4sxYMAA6+OKiopsAv6RI0diw4YNmDJlCsrKyrB7924sW7YM0dHR+OOPP5CRkYG0tDQEBwfbvLYff/wRb775pk2t+oVMJhN0Op1NbwHAPEP/4YcfYu3atVi/fr3NfW+99Raqq6vx5JNP2tx+8OBB634KCgrw008/4aWXXsIDDzyA6dOno7S0FACs9fYXBvyHDh3CsWPH4O3tjdGjR2PZsmUIDQ1FSUkJkpOTkZmZieLiYlxzzTXIz8/H/PnzceWVVwIA5s+fj99//x1vvPGGteygsrISN9xwA+bPn4/HHnsMlZWVWLx4MeLj47FmzRo8++yzSE5OBgDk5ubigQcegCiKqKiowDPPPGMT7NfV1Vk/FwaDAUajEYGBgbj99tvxxhtvQKvVWj8nNTU1Ng0DP/30UwwYMAAbNmzAPffcg27duuHBBx9EYWEh7r//fixfvhxJSUlYsWJFk+8TERERA34iIqJWUigU2LFjB8aNGweDwYD58+dbm+dNnz4de/fuRUhICMLDwxEVFYVHH30UAPD555/j448/RnV1tXXGWKlU2tSLP/zwwzYN9oxGI9atW4ejR48iOzsb69evR0VFBTIzM9GrVy/rdkVFRYiOjrZ+r1QqMXr0aABAcXExQkNDMWnSJFx//fXWoLuqqgohISE2r+2yyy7DihUrcObMGQQGBmLAgAEYMGAAHn30URw8eBD9+/fHgAED0L9/f3z33XcX/Wz69OmDW2+9FSUlJdbbRFHE0qVL8frrr8PX19dme5VKZe09IAgCRFHEU089heuvvx7dunXDbbfdBqA+4Jfq4Bvr9F9RUYG//e1vGD16NKZMmYIpU6agS5cu1osP2dnZmDZtmrV2/4knnsDmzZvxwQcf4JdffrFuc9999+HJJ59Eeno6goKCkJKSgry8PMycORP/+c9/kJ6eDq1Wi549e+Lxxx9HcXExqqursWTJEigUCuvYPvroI4SGhiI8PBwLFy7EypUr0bNnT7z88svw9/e3aboYGhqK22+/3fpaFAoFnnjiCQwbNgxffvklVCoVysvLsWTJEvz555+YMWMGxo4d22jfBiIiIokgiqLo7EEQERF5ikWLFuG5557D22+/jYcffrjRbW699Vb4+/vjo48+wu23346ePXsiJSUFkyZNwnPPPYcrrrjiosdcWMO/ePFi/O9//7PZRqfTYejQodi+fTvOnj2LUaNGwd/fH9nZ2YiPj4f0J99gMMDLywt6vR6lpaUIDg7GtGnT8Mknn1j3tWbNGixfvhw///wzgOZr+KWeBDKZDHq9Hl5eXjZN+0pKShAeHg5RFKHX6yGTyazlCIA52C8uLrYpi9Dr9di6dSvy8/NxzTXXoEePHtZmhefPn0f37t2tDe9KS0ut3fcrKirw8ssvY//+/Zg8eTJyc3NtGua9+eabKCgowCuvvAIAuOmmm3DPPfdg6tSpOHHiBKZMmYKMjIyLXuNdd92F0aNH47777sN3331nsyRfQ126dLFeqJBIDQSXL1+O3bt3Y+bMmTh//nyjfRzUajXefvttfPLJJ3jxxRexdu1anD59GvPnz0daWhq+/vprrF69Gm+++SaMRiNWr17dbDkJERF1TmzaR0RE1Ebl5eX4z3/+g1dffdVah75r1y5Mnz4dq1evbjTgX716NdauXYvdu3fb3C6TyTBjxgzcfPPN2LdvH7p163bJ5/7nP/+JZ555xvq90WjEN998g3Xr1gEAevTogZKSEuj1eiQmJiIjIwMff/wx9u7diw8//BCCICA1NRWLFy/G2rVrrfvRaDQ2zekuRUpTVyqVuOaaa3Do0CGbxxmNRlRXV9uUDYiiCJ1OhxdffPGi9H4AqK6uhr+/PwAgMzMTCxcuREJCAi6//HKbTIjS0lLExcVZg24poL/jjjswatQoPP7443j77bfx4IMP2gT7jVGr1Y02GbyUESNG4Iknnmj0vo8++uiSjx09ejSio6PxzjvvYMGCBRfdr9Fo8Ntvv2H79u0QBAHbtm3D3/72NzzwwAM4fPgwYmNjUVpaik2bNmHlypWNdvknIiICGPATERG12ZdffomDBw9ag/2cnBxs3boVhw8fxsiRI5GWlmat9wbMHfrnz5+Pzz77zKb+XvLQQw9h//79uP7665Gammpdkg0wp98fPnwY06dPR9++ffH2229bA2OTyYTa2lrccccdF6XoV1RUWG+77rrr8J///Ad33303PvnkE9TV1V20/NykSZOQn59vna2XxllVVYWSkhKbcRuNRgwbNgxff/01duzYcdHruXBZvsaYTCYcPHgQAHDttdciJiYG33zzDV599VV89NFH+N///odbb70Vp06dsgncT506ZVPSIImKisI999yDa665BmVlZY0uy3ehU6dOISEhodntAGDnzp3YtWsX7rzzThgMBuTk5NjcP2HChEbLDRqqra3FW2+9hcmTJ2P06NEYO3aszf0BAQHYvHmztUP/J598goqKCjz66KNISkrCoEGDrNtKSzZeWCpBREQEMOAnIiJqE6PRiLffftva3R0AXnrpJUydOhW9e/fGk08+iQceeAA7duyAUqnEmTNncM011+DRRx/FrFmzmtzv+++/j+HDh+PWW2/F2rVrsWrVKjz77LMoLy/HDTfcgBtvvBGTJk2yeV7JCy+8YK11lxQVFVkD/qioKGzcuBH79+8HYG4qp1KpbAL/xgJ3oGXL8rVWbW0t4uLioFQq8eijj2LmzJkYO3Ys/vzzT2zYsAG7d+9GYmIiAHPJQMOLE1u2bLEuQyiKok2QHRsbi8OHD2PMmDEoKyu7aHm9hjZu3IjAwEB06dKlyW2+/fZbvPHGG9YLGHPmzEG3bt1QWFh40YWb8+fPX/I1//zzz5g/fz7WrFmDhQsXYsqUKVi2bBlmz55t3eaRRx7Bzp07bRoASj0fhg8fbrM/o9GI7t2746effrrk8xIRUefEgJ+IiKgNPv30U1RUVOC6664DAKxcuRLffPMN9u7dCwBYsGABvv/+e1x77bVYs2YNEhMTsXDhQtx7773WfYiiiMLCQgwbNsx6m6+vL1auXImDBw9CEASMGjUKr7/+OqZOnWqd8b3QkSNHUF5ejh9++AGPP/64zX1qtRo5OTno2rWrze3PPvssqqqqoNfr8csvvyA/P99mubwLGY1Gm6XpWqK5x/j6+mLjxo0YNmyYTT3/+PHjsWfPHshkMpw/fx4nTpzAL7/8Yl1CMC8vD6tXr8bmzZuRmpqK5cuXw9fXF+fOncOSJUuwbt067N69GytWrEDfvn0xdepULFq0CP379wdgTpkXRRGnTp3CvHnz8NZbb1mf22Qy4cL2RrGxsZg1axbWrVtnrZUvKChAZGTkRRkEEyZMuOjxAKzvz5o1a7Bo0SIkJydjzJgx8PLywh133IEPP/wQS5YswfDhw22aNkqkTI39+/fb/KyIiIguhX8xiIiIWkkURXzzzTe47bbbIAgCnnzySbzzzjv46quv0K9fPwDm5ePWrVuHq6++Gn379sXevXttgv21a9filltugZ+fH959912b/Q8aNMiatt2tW7dm6/kXLVqEPXv24IorrsDNN99sc9+YMWMuakCn1+vx888/Y9myZbjmmmsuukjQmLq6uouyB1ryGI1Gc8ltRo4c2ejtUi+A3NxczJkzB3379rUuZ6hUKvH8889j9OjRSE9PR11dHVatWoVXXnkFJSUlSEtLQ1RUFEaNGoW5c+fi9ddfR48ePaz71ul00Ol0+Pjjj3H77bfjlltusd6n1Wqh1WptxjJu3DiMGzfuotfW1Az/hY8HgBMnTqBHjx5YvXq1zVgeffRRXH311fjvf/+Lvn37Nvlzkvap1WoZ8BMRUYuxSz8REVEbiKIItVqNoKAg/PDDD/D398c111xz0XbV1dXYtWsXJk2aZHO7RqNBamoqxowZ02xTOUe47bbbEB4ejkWLFtn0CnBnJpOpRc0GnaG0tBQqlQp+fn7OHgoREXUiDPiJiIiIiIiIPJBrXgYnIiIiIiIionZhwE9ERERERETkgRjwExEREREREXkgBvxEREREREREHojrurSDyWRCXl4eAgICIAiCs4dDREREREREHk4URVRVVSEmJqbZ1WkY8LdDXl4e4uPjnT0MIiIiIiIi6mSys7MRFxd3yW0Y8LeDtG5xdnY2AgMDnTwaIiIiIiIi8nRqtRrx8fHWePRSGPC3g5TGHxgYyICfiIiIiIiIOkxLysrZtI+IiIiIiIjIAzHgJyIiIiIiIvJADPiJiIiIiIiIPBADfiIiIiIiIiIPxICfiIiIiIiIyAMx4CciIiIiIiLyQAz4iYiIiIiIiDwQA34iIiIiIiIiD8SAn4hcTpFag4//OIcitcbZQyEiIiIiclsKZw+AiKihIrUGN32wCznldfgyNROr7xuDiECVs4dFREREROR2OMNPRC6jSK3BrKWpyC2vAwBkl9di1tJUzvQTEREREbUBA34ichlrD+chs6wWouV7kwhkltVi7eE8p46LiIiIiMgdMeAnIpcxfXAMEkJ9rN8LApAY6ovpg2OcOCoiIiIiIvfEgJ+IXEZEoAr/nTnY+r2/UsEafiIiIiKiNmLAT0QupVprsP5/dPcwBvtERERERG3EgJ+IXEpGaa31/3U6oxNHQkRERETk3hjwE5FLySytsf6/tEbnxJEQEREREbk3BvxE5FIazvCX1WidOBIiIiIiIvfGgJ+IXErDGf6yGh1EUbzE1kRERERE1BQG/ETkMvRGE3LK6xp8L6KqQRM/IiIiIiJqOQb8ROQycsvrYDSJUHnJ4OstBwCUs46fiIiIiKhNGPATkcvIsKTzdw3zQ6ifNwA27iMiIiIiaisG/ETkMjItDfsSw3wRZgn4y6oZ8BMRERERtYXC2QMgIpI0nOHXGUwAzI37iIiIiIio9TjDT0Quo36G3w8hTOknIiIiImoXBvxE5DLqZ/jrU/rLaxnwExERERG1BQN+InIJRpOI7DLLDH+4H0L9lACAUtbwExERERG1CQN+InIJeRV10BtFeCtkiA5U1Tftq9E6eWRERERERO7JbQL+HTt24Prrr0dMTAwEQcCPP/54ye2///57XHPNNejSpQsCAwMxZswYbNq0yWab559/HoIg2Hz17dvXga+CiJoi1e8nhPpCJhOsy/KxaR8RERERUdu4TcBfU1ODwYMH47333mvR9jt27MA111yDDRs2IC0tDVdeeSWuv/56HDx40Ga7/v37Iz8/3/q1c+dORwyfiJrRsH4fAJv2ERERERG1k9ssyzd16lRMnTq1xdu/+eabNt+//PLL+Omnn7Bu3ToMHTrUertCoUBUVJS9hklEbZRpCfgTw/wAoL5pHwN+IiIiIqI2cZsZ/vYymUyoqqpCaGioze2nT59GTEwMunfvjttuuw1ZWVlN7kOr1UKtVtt8EZF9ZFhS+qUZ/lB/c8BfozNCozc6bVxERERERO6q0wT8r732Gqqrq3HLLbdYbxs1ahSWL1+OjRs34oMPPsD58+cxfvx4VFVVNbqPxYsXIygoyPoVHx/fUcMn8ngZJbYz/AFKBbzkAgDW8RMRERERtUWnCPi/+eYbvPDCC/j2228RERFhvX3q1KmYNWsWBg0ahMmTJ2PDhg2oqKjAt99+2+h+nnnmGVRWVlq/srOzO+olEHk0k0lEZpk0w28O+AWBjfuIiIiIiNrDbWr422rlypW4++67sXr1akycOPGS2wYHB6N37944c+ZMo/crlUoolUpHDJOoUytQa6AzmKCQCYgJVllvD/H1RqFay8Z9RERERERt4NEz/CtWrMC8efOwYsUKTJs2rdntq6urcfbsWURHR3fA6IhIInXojw/1hUJef1gK82fjPiIiIiKitnKbGf7q6mqbmffz58/j0KFDCA0NRUJCAp555hnk5ubiiy++AGBO47/zzjvx1ltvYdSoUSgoKAAA+Pj4ICgoCADwj3/8A9dffz0SExORl5eHhQsXQi6XY+7cuR3/Aok6sUxLw75ES8M+SaifOaOGM/xERERERK3nNjP8+/fvx9ChQ61L6i1YsABDhw5FSkoKACA/P9+mw/5HH30Eg8GABx98ENHR0davRx991LpNTk4O5s6diz59+uCWW25BWFgYdu/ejS5dunTsiyPq5KQZfql+XxJmreHXdviYiIiIiIjcndvM8E+YMAGiKDZ5//Lly22+37ZtW7P7XLlyZTtHRUT2kFnS1Aw/m/YREREREbWV28zwE5HnamqGP8QS8JdWM+AnIiIiImotBvxE5FSiKDZZwx/GGX4iIiIiojZjwE9ETlVcpUWd3giZAMSFNJHSX8uAn4iIiIiotRjwE5FTZVhm92NDfOCtsD0kcYafiIiIiKjtGPATkVM1Vb8P1M/wV9TqYTCaOnRcRERERETujgE/ETlVpiXgv7B+HwCCfb0hCOb/l9fqO3JYRERERERujwE/ETmVlNLf2Ay/XCYg2McLANP6iYiIiIhaiwE/ETlV/Qz/xQE/0KBxHwN+IiIiIqJWYcBPRE4jiiIyS6QZ/otT+gEgzE8JgAE/EREREVFrMeAnIqcpq9GhSmuAIADxoY0H/PUz/NqOHBoRERERkdtjwE9ETiPV70cHqqDykje6TYgl4C/lDD8RERERUasw4Ccip2mufh8AwljDT0RERETUJgz4ichprB36wxtP5wfYtI+IiIiIqK0Y8BOR07Roht+fAT8RERERUVsw4Ccip7HO8DfRoR/gDD8RERERUVsx4Ccip2nJDH+IL5v2ERERERG1BQN+InKKilodKmr1AIDES8zwSyn95TU6iKLYIWMjIiIiIvIEDPiJyCkyLen8EQFK+HormtxOSuk3mESoNYYOGRsRERERkSdgwE9ETpFhSefveol0fgBQKuTwV5ovCLCOn4iIiIio5RjwE5FTSDP8l0rnl9Q37tM6dExERERERJ6EAT8ROYV1hj/80jP8ABBiCfhLqznDT0RERETUUgz4icgpWjPDH8al+YiIiIiIWo0BPxE5RWYLa/iBBin9tQz4iYiIiIhaigE/EXW4Ko0eJZb0/ITWzPAzpZ+IiIiIqMUY8BNRh5PS+cP8vBGo8mp2+1Cm9BMRERERtRoDfiLqcK2p3wcaNO1jwE9ERERE1GIM+Imow2W0on4fYNM+IiIiIqK2YMBPRB1OatiX2MKAnyn9REREREStx4CfiDpchiWlv2t4y1L6w/yUABjwExERERG1BgN+IupwrZ7h9zfP8NfpjajTGR02LiIiIiIiT+I2Af+OHTtw/fXXIyYmBoIg4Mcff2z2Mdu2bcOwYcOgVCrRs2dPLF++/KJt3nvvPXTt2hUqlQqjRo3C3r177T94IrKq1RlQqNYCALq2sGmfn7cc3nLz4aq0RuuwsREREREReRK3CfhramowePBgvPfeey3a/vz585g2bRquvPJKHDp0CI899hjuvvtubNq0ybrNqlWrsGDBAixcuBAHDhzA4MGDMXnyZBQVFTnqZRB1elll5nT+IB8vBPt6t+gxgiCwjp+IiIiIqJUUzh5AS02dOhVTp05t8fZLly5Ft27d8L///Q8A0K9fP+zcuRNvvPEGJk+eDAB4/fXXcc8992DevHnWx6xfvx6ffvopnn76afu/CCJCRonUob9ls/uSUD9vFKg1DPiJiIiIiFrIbWb4Wys1NRUTJ060uW3y5MlITU0FAOh0OqSlpdlsI5PJMHHiROs2F9JqtVCr1TZfRNQ6UsO+ltbvS8L8OcNPRERERNQaHhvwFxQUIDIy0ua2yMhIqNVq1NXVoaSkBEajsdFtCgoKGt3n4sWLERQUZP2Kj4932PiJPJXUsK9reOsCfqb0ExERERG1jscG/I7wzDPPoLKy0vqVnZ3t7CERuZ2MEsuSfK1M6Q+x1PuXMuAnIiIiImoRt6nhb62oqCgUFhba3FZYWIjAwED4+PhALpdDLpc3uk1UVFSj+1QqlVAqlQ4bM1Fn0Nol+SRh0gx/NQN+IiIiIqKW8NgZ/jFjxmDLli02t/36668YM2YMAMDb2xvJyck225hMJmzZssW6DRHZl0ZvRF6lBkAbmvZJNfy1DPiJiIiIiFrCbQL+6upqHDp0CIcOHQJgXnbv0KFDyMrKAmBOt7/jjjus29933304d+4cnnrqKZw4cQLvv/8+vv32Wzz++OPWbRYsWIBly5bh888/x/Hjx3H//fejpqbG2rWfiOwr27IkX4BSYa3Jb6kw1vATEREREbWK26T079+/H1deeaX1+wULFgAA7rzzTixfvhz5+fnW4B8AunXrhvXr1+Pxxx/HW2+9hbi4OHz88cfWJfkAYPbs2SguLkZKSgoKCgowZMgQbNy48aJGfkRkH9YO/eG+EAShVY8N9TOX0zDgJyIiIiJqGbcJ+CdMmABRFJu8f/ny5Y0+5uDBg5fc70MPPYSHHnqovcMjohZoa/0+AIT6eQEASqu1dh0TEREREZGncpuUfiJyfxnSknytrN8H6mf41RoD9EaTXcdFREREROSJGPATUYfJlFL62zDDH+zjBZmlCqCcaf1ERERERM1iwE9EHaZ+hr/1Ab9MJiDEl536iYiIiIhaigE/EXUIncGE3PI6AG1L6Qdg7exfVs2An4iIiIioOQz4iahD5JTXwiQCPl5ydAlQtmkfUsBfypR+IiIiIqJmMeAnog5RX7/f+iX5JNYZfgb8RERERETNYsBPRB2iPfX7Es7wExERERG1HAN+IuoQ1hn+8LbV7wNAmCXgZ5d+IiIiIqLmMeAnog5hzxl+pvQTERERETWPAT8RdYiGNfxtFepvbvZXWqO1y5iIiIiIiDwZA34icjiD0YTsMnPA364Zfl/O8BMRERERtRQDfiJyuLwKDQwmEd4KGaICVW3eD1P6iYiIiIhajgE/ETmcVL+fGOoLmaxtS/IBQJi/pWlfrR4mk2iXsREREREReSoG/ETkcJlSwN+OdH4ACLGk9BtNItQafbvHRURERETkyRjwE5HDZZRK9fttb9gHAN4KGQJUCgBAKdP6iYiIiIguiQE/ETmcdYY/vH0z/ADr+ImIiIiIWooBPxE5nL1m+IH6gL+0mgE/EREREdGlMOAnIocymkRklbZ/ST5JmJ/UuI8BPxERERHRpTDgJyKHKlBroDOa4CUXEB3U9iX5JEzpJyIiIiJqGQb8RORQmSXm+v34EF8o5O0/5IT6KQEwpZ+IiIiIqDkM+InIoaT6/UQ71O8DQKifFwCgrEZrl/0REREREXkqBvxE5FDWDv12qN8HGszwM6WfiIiIiOiSGPATkUNlWAJ+e3ToB9i0j4iIiIiopRjwE5FDZUop/eH2muG3NO1jDT+RxytSa/DxH+dQpNY4eyhERERuiQE/EVnZ++RaFMUGM/z2DfhLa3QQRdEu+yQi11Ok1mDW0lQsWn8cs5amMugnIiJqAwb8RATAMSfXRVVaaPQmyGUCYoN97DDK+oBfazChVme0yz6JyLVIx6OsMnOGUE55LYN+IiKiNmDAT0QoUmtw8we76k+uK+rscnKdYVmSLzbYB94K+xxufL3lUFr2VcbGfUQeae3hPGSW1ULK4TGKQGZZLdYeznPquIiIiNwNA34iwtrDecgur6s/uTaJdjm5zrTzknwAIAiCtXEfA34izzR9cAwiApQ2t/kp5bh+ULSTRkREROSeGPATEaYPjoG3XLC5LSHUB9MHx7Rrv/au35eE+jPgJ/JkEYEqTBtoG9zXaI345ViBk0ZERETknhjwExFKa3TQGW0b4F3ROwIRgap27VcK+O05ww8AoX7mmb9SBvxEHutEQRUA4NqBUXjkqp4AgJfWH8eusyXOHBYREZFbYcBPRPguLQcAMKF3F8xKjgMAfL0nE4eyK9q134wSc0q/3Wf4fb0AAGU1Wrvul4hcg8FowuGcCgDAYxN74/FreuPGobEwmkQ8+PUBZFv6jRAREdGluVXA/95776Fr165QqVQYNWoU9u7d2+S2EyZMgCAIF31NmzbNus1dd9110f1TpkzpiJdC5DL0RhN+PJQLALh9dCL+O2swbhgSA5MIPLn6MLSGtnXCF0URmVJKfzhn+Imo5U4UVKFWZ0SASoGeXfwhCAIW3zQQA2ODUF6rx71fpqFWZ3D2MImIiFye2wT8q1atwoIFC7Bw4UIcOHAAgwcPxuTJk1FUVNTo9t9//z3y8/OtX8eOHYNcLsesWbNstpsyZYrNditWrOiIl0PkMrafLEZJtQ7h/t64ok8XAMDz1/dHuL83ThdV4+0tp9u035JqHWp0RggCEBdi34A/zFLDX86An8gjHcgqBwAMSwiBTGbuL6LykuPD/0tGmJ83juer8dSaIxBF8VK7ISIi6vTcJuB//fXXcc8992DevHlISkrC0qVL4evri08//bTR7UNDQxEVFWX9+vXXX+Hr63tRwK9UKm22CwkJ6YiXQ+Qy1ljS+WcMiYWX3HxICPHzxqIZAwAAS7efw9GcylbvV5rdjwnygcpLbqfRmoWySz+RR0vLNAf8yYm2f5Njgn3wwe3JUMgE/HwkH0u3n3PG8IiIiNyGWwT8Op0OaWlpmDhxovU2mUyGiRMnIjU1tUX7+OSTTzBnzhz4+dnWEm/btg0RERHo06cP7r//fpSWlja5D61WC7VabfNF5M7KanTYcqIQAHCzpXZfMmVANK4bFA2jScSTaw5DZzC1at8ZDliSTyIF/EzpJ/JMTQX8ADCyWygWTu8PAFiy6QS2nmw804+IiIjcJOAvKSmB0WhEZGSkze2RkZEoKGh+iZ69e/fi2LFjuPvuu21unzJlCr744gts2bIFr776KrZv346pU6fCaGy8Znnx4sUICgqyfsXHx7f9RRG5gLWHcqE3ihgQG4h+0YEX3f/C9P4I8/PGiYIqvLv1TKv2nWnt0G/fhn0AZ/iJPFmhWoOc8jrIBGBwfHCj29w+KgFzR8ZDFIFHVhzEueLqjh0kERGRm3CLgL+9PvnkEwwcOBAjR460uX3OnDmYPn06Bg4ciBkzZuDnn3/Gvn37sG3btkb388wzz6CystL6lZ2d3QGjJ3KcNQfM6fwzh8U1en+YvxIv3mBO7X9/6xmk57U8tV+a4e/qwBn+smoG/ESe5oBldr9vVCD8lYpGtxEEAS9MH4DkxBBUaQy498s0VGn0HTlMIiIit+AWAX94eDjkcjkKCwttbi8sLERUVNQlH1tTU4OVK1fi73//e7PP0717d4SHh+PMmcZnMpVKJQIDA22+iNzV8Xw1juWq4SUXMH1IbJPbTRsUjakDomAwifjH6iPQG1uW2u/IGf4wS8BfpTW0utSAiFyblM4/LDH4ktt5K2T44PZhiApU4UxRNR5fdQgmE5v4ERERNeQWAb+3tzeSk5OxZcsW620mkwlbtmzBmDFjLvnY1atXQ6vV4vbbb2/2eXJyclBaWoro6Oh2j5nI1X1nadZ3dd9I64x5U168YQBCfL1wPF+N97eebXbfoijifIljluQDgECVF+SWzt3ltZzlJ/IkaVlN1+9fKCJAhQ//LxneChl+O16EN3875ejhERERuRW3CPgBYMGCBVi2bBk+//xzHD9+HPfffz9qamowb948AMAdd9yBZ5555qLHffLJJ5gxYwbCwsJsbq+ursaTTz6J3bt3IyMjA1u2bMENN9yAnj17YvLkyR3ymoicRW804cdDuQCAmcmNp/M31CVAiectTbLe3Xoax/Mv3bCyolaPKo15jeyEUPsH/DKZgBBfS+M+pvUTeQyN3oj0XPPxJTkhtEWPGRwfjMU3DgQAvP37GWw8lu+w8REREbkbtwn4Z8+ejddeew0pKSkYMmQIDh06hI0bN1ob+WVlZSE/3/aP/MmTJ7Fz585G0/nlcjmOHDmC6dOno3fv3vj73/+O5ORk/PHHH1AqlR3ymoicZfvJYpRU6xDu740r+nRp0WOmD47BpKRI6I3mrv2XSu3PsKTzRwYq4evdeA1ue4X6eQFg4z4iT5KeVwmd0YRwfyXiQ31a/Libk+Mwb1xXAMCCbw/jZEGVg0ZIRETkXhxzJu4gDz30EB566KFG72us0V6fPn0gio3X8/n4+GDTpk32HB6R21hjSeefMSQWXvKWXfcTBAGLbhyAPefLcCxXjY92nMODV/ZsdNtM65J89q/fl9Qvzad12HMQUceqX44vGIIgtOqxz17bDycLqrDrbCnu+WI/1j40DsG+ly5XIiIi8nRuM8NPRPZRVqPDlhPmBpg3tyCdv6GIABWen54EAHjrt9M4Vdj4LJo0w++IDv2SMD9zJo47zPAXqTX4+I9zKFJrnD0UIpdWH/A3X79/IYVchndvHYa4EB9kldXi4RUHYWhhk1EiIiJPxYCfqJNZeygXeqOIAbGB6Bfd+pUmZgyJxdV9I6AzmvDk6sONnlB35Ax/uYsH/EVqDWYtTcWi9ccxa2kqg36iJoiiiLTMCgBtC/gB83Fh2R3D4eMlxx+nS/DqxhN2HCEREZH7YcBP1MmsOWBO5585rHWz+xJBEPDyTQMRqFLgcE4llv1x/qJt6mf4OyKl33UDfinYzyo3XwDJqahj0E/UhOyyOpRUa+Etl6F/TFCb99MvOhCvzRoMAFj2x3l8viuDGTZERNRpMeAn6kSO56txLFcNL7mA6UNi27yfyEAVnrvOnNr/xm+ncKbINrW/fobfcSn9UsDvyin9aw/nIbOsFlIrEaNJRGZZLdYeznPuwIhcUFpWGQBgQGwgVF7ydu1r2qBoPHhlDwDAwrXpzLAhIqJOiwE/USfynaVZ39V9I60Bc1vNTI7DhD5doDOY8OSaIzCazFFtZZ3eGoR3RMDvyjP80wfHIOyCn3NiqC+mD45x0oiIXJdUvz8soW3p/Bf6v1GJ8PGqP83JKWeGDRERdT4M+Ik6Cb3RhB8P5QIwB+vtJQgCFt80EAFKBQ5mVeDTnebU/izL7H64vzcCVF7tfp6mhLnBDH9EoApDEoJtbnvl5oGICFQ5Z0BELqy99fsX+vloPur09T1GjCIzbIiIqPNhwE/USWw/WYySah3C/b1xRZ8udtlndJAP/n1dPwDAa5tP4lxxdYfU7wNAqL/rN+0zGE3Yn2GetZQyEtYdyXfmkIhcUrXWgJMFagDAMDsF/NMHxyAx1BfS6n4CmGFDRESdDwN+ok5ijSWdf8aQWHjJ7ferf8vweIzvFQ6twYSn1hzBuWJzwO/IDv1Agy79tTqYLOUEruZwTiUq6/QI8vHCu3OHAgC+P5CDylq9k0dG5FoOZ1fAJAJxIT6ItFMGTESgCqvvG4NwyxKeCrmA1feNYYYNERF1Kgz4iTqBshodtpwoBADcbId0/oYEQcArNw+Cv1KB/Znl+HjnOQDmlH5HCvE1798kAhV1rhlAbz9VDAC4rFc4xvQIQ7/oQGj0Jqzan+XkkRG5Fql+317p/JKIQBWW3ZkMwLzsX7CvY49LREREroYBP1EnsPZQLvRGEQNiA9EvOtDu+48N9sEz1/YFAFRpDACA7w7kOLQ5lpdchkCVAgBQVqN12PO0hxTwX9G7CwRBwLyxXQEAn+/KtDY5JCLHBfwAMDguGIEqBQwm4ExRtd33T0RE5MoY8BN1AmsOmNP5Zw6z7+x+QxP7RkClqD+klNXoHN4RO8zfnKpbWu16dfxlNTocyakAYA74AWD6kBiE+Hoht6IOv/5V6MTREbkOk0nEgSz7duhvSBAE64XOv/LVdt8/ERGRK2tVwL9582YA5rQ4yfnz56HX61FbW4uRI0fad3RE1G7H89U4lquGl1zA9CGxDnuedUfyoTHUd8Q2iXB4R+yGdfyu5o/TxRBFoG9UgLUmWeUlx9yRCQCA5bvOO3N4HqFIrcHHf5zjMmtu7kxxNao0Bvh6y9E3KsAhz5EUYwn48xjwExFR59KqgP+uu+7CwYMHcfnll0Ov18NoNOLmm2/GDz/8AKVSCa3WNdNqiTqz7yzN+q7uG2kNkB1B6ogtt3TElssEh3fEll5PqQt26rem81+wIsLtoxMhlwnYfa4Mxznb2GZFag1mLU3FovXHuba6m5PS+YfEB0Nhx4aiDSVZZ/grHbJ/IiIiV9Wqv6xhYWEYMGAAYmJiMHv2bHzyySfo06cPbrnlFsjlcsjlckeNk4jaQG804cdDuQCAmXZu1nchqSN2XIgvACAu2MfhHbFDLQ24ylwspd9kErHjVAmA+nR+SUywD6YMiAIAfL4ro6OH5hGkYD+7vBYAkFNRx6DfjUkBvyPS+SVSSv/x/CqbLEUiIiJP16qA38fHB15eXvj666/xt7/9DXPnzsX111+PV155BQD4R5TIxWw/WYySah3C/b0vmml2BCno//e0fh2y/FWov2vO8P+Vr0ZJtRa+3nIMTwy96H6ped8PB3NR7mJjdwdrD+chs6wWUt9Do0l0ePkIOc4BBzbsk/SK9IdCJqCyTo+8Sl4YIiKizqNNuXMPP/wwhg0bhp9//hl33nknAgPt3/WbiNpvjSWdf8aQWHg5KFX2QhGBKtw9vnuHrHUdZknpL3OxoFlK5x/bIxzeiot/7smJIRgQGwitwYQV+7hEX2tNHxxjfe8lji4fIccoq9HhXEkNAGBoQrDDnkepkKNnhD8A1vETEVHn0uIIIC0tDVqtFiaTCYGBgbjuuuuQlJSExx9/HN27d8e5c+eg1+tx/vx5HD9+3JFjJqIWKKvRYcsJcyf4mcMdm87vLK7atK+p+n2JIAi4a2w3AMCXqZkwGE2NbkeNC/b1vugC1ju3Du2Qi0xkXwct3fl7Rvgj2NdxPUYANu4jIqLOqUUBf3p6Oi677DLU1dVh0aJFePrppzF+/Hg8+uij6Nq1K2bOnInk5GScPHkSw4YNw/Dhwx09biJqxtpDudAbRQyMDULfKM/MwrE27XOhGn61Rm9NUb6iV9NlFNcNikaYnzfyKzXYzCX6WuXb/dkoUGsQ6ueNmGBzkL8vo9zJo6K2kOr3kx1Yvy9JstbxM+AnIqLOo0UBf1JSEvLz86FSqZCeno4JEyagoKAAV155Jd544w3873//Q3l5OQYMGIDy8nLU1NQ4etxE1Iw1B8zp/I5u1udMoS6Y0r/rTCkMJhHdw/2QEObb5HYqLzluG2VZou/PjA4anfvT6I149/czAIBHruqJe8d3BwCsP8L6fXeU1gH1+5L6Tv0M+ImIqPNoUcAvCAKCg4OhUqmwatUqvPPOO9i0aROSkpJw9dVXIzU11dHjJKJWOJ6vxrFcNbzkgkfXNTcM+F2laaiUzn957+abJN42OhEKmYC9GWU4lsvlwlpixd4sFKg1iA5SYc7IBEwdGA1BAA5kVSCvos7Zw6NW0BtNOJxTAQAY1gEBv9SpP6usFmqN3uHPR0RE5Apa1cVLOqHu06cPli9fjiFDhmDYsGH48MMPAZgvDBCR831nadY3sV8kQvwcWxfrTGF+SgCAzmhCtdbg5NGYj5E7mqnfbygyUIVrB0YDAJZzib5m1emMeG/rWQDAQ1f1hMpLjshAFUZYVkL45ViBM4dHrXQ8Xw2N3oRgXy90D/dz+POF+HkjJshcAnIiv8rhz0dEROQKWhXwV1ZWoqqqCpMnT8bhw4cRHh6OV155BWfOmNMrXWWGjagz0xtN+PFQLgDPTucHAB9vOXy85ACA8hrnz9idLa5GbkUdvBUyjO4W1qLH3DWuKwBg7aE8lFRrHTg69/fl7gyUVGsRF+KDWcnx1tuvHRgFANhwNN9ZQ6M2kNL5hyWEQCbrmAkDqXEf6/iJiKizaFXA7+vrC0EQcMMNN2DhwoUICQnB448/jkcffRQ6nQ4aDde2JXK2bSeLUVKtQ7i/skVp5e7O2rivxvnB8raT5tn9Ud1C4eMtb9FjhsYHY3BcEHRGE1bu5RJ9TanWGrB0+zkAwCNX97JZ7lBK60/LLGdavxupD/iDO+w5pbR+duonIqLOolUB/6FDh+Dv748XXnjBetv8+fOxfv16AMCcOXPsOzoiarU1adkAgBuHxly0dJkncqXGfdbl+FpxoUUQBOss/5e7M6HnEn2N+nxXBspqdOgW7oebhsba3BcZqMJwSw040/rdh7SaRUfU70vYuI+IiDqbdkcD3t7eUCqV8Pb2xsKFC+0xJiJqo9JqLbYcLwIA3Ozh6fyS+hl+5wb8dToj9pwvAwBMaEH9fkPTBsagS4AShWotNjJgvYhao8dHO8yz+49e3QuKRi5kTbP0QmBav3vIr6xDXqUGcpmAwXHBHfa8Ukr/ycIqGHhxjYiIOoE2B/yVlZUYOnToRbdv2bIFRUVF7RoUEbXN2sN5MJhEDIwNQt+oQGcPp0OEucgM/+7zpdAZTIgN9kGPLv6teqy3QmZdou+zP887Ynhu7ZM/zqOyTo9eEf64volVJxqm9edXMq3f1R3IrAAA9IsOgJ9S0WHPGx/iC3+lAjqDCedKuIQwERF5vjYH/N7e3jh58uRFt//zn//Ek08+2a5BEVHbrLF05/f0Zn0NSTP85U4O+LefrF+Ory0rltw6KgFecgEHsipwOLvCzqNzXxW1Ony603wR5LGJvSFvormbTVr/UWZJuDqpfj85oePS+QFAJhPQNyoAAOv4iYioc2hxwH/q1CnU1NRfDZfJZFAobK/Kv/POOzhz5gz+85//2G+ERNQif+WpkZ6nhpdcwPQmZkE9Uai/a6T072hD/X5DEQEqXDfI/L59ziX6rD7acQ5VWgP6RgVg6oCoS24rLXG4nmn9Li8tq+Pr9yVSWj/r+ImIqDNoccA/f/583HjjjdDpGj+p/v777/HPf/4Ty5YtQ1xc55ldJHIVX+7OAABc1jMcIZZZ784g1Nf5Kf1ZpbU4V1IDhUzA2J4tW46vMXeN7QoAWHckD0VVXPWkpFqLz/7MAAA8MalPs0u3TR1gDviZ1u/aNHoj0nMrAQDJzgj42amfiIg6kRYH/N9++y0qKytx0003wWg0Wm+vqKjAo48+ir///e/44osvMGvWLIcMlIialltei1X7zN35j+WpUaTuPMGiKzTt237aPLs/LDEEgSqvNu9ncHwwhiUEQ28UsWJPtr2G57aWbjuLOr0Rg+OCMLFfRLPbRwWpMKIr0/pd3ZGcShhMIiIDlYgN9unw55dm+I/nqyGKYoc/PxERUUdqccDfpUsXbN26FbW1tZg1axYMBgNqa2uRmJiIgoICpKWlQRRF1NbWOmyw7733Hrp27QqVSoVRo0Zh7969TW67fPlyCIJg86VSqWy2EUURKSkpiI6Oho+PDyZOnIjTp087bPzkeYrUGnz8xzmnBthFag1mvL8LJst5a1mNDrOWpnaaoD/MX5rh1zptDFL9flvT+Ru6a1w3AMBXezKhM3TeLuKFag2+3J0JAHj8mt4t7otwLbv1uzxr/X5iSJv6XbRX78gAyATzRcKiKucdN4iIiDpCq5r2+fr6Yt26dcjLy8Orr74KpVKJ48ePY9WqVYiOjsazzz6LJUuWOGSgq1atwoIFC7Bw4UIcOHAAgwcPxuTJky+5IkBgYCDy8/OtX5mZmTb3L1myBG+//TaWLl2KPXv2wM/PD5MnT4ZG0zkCJWqfIrUGs5amYtH6404NsNcezkNxg5NWo0lEZlkt1h7Oc8p4OlqonxIAUF6jd8rz6wwm7DpbAsA+Af/UAVGIDFSiuErbqYPW97eegdZgQnJiSKt+rlJa//7MchRU8ljuiqSAf1gHN+yTqLzk1pU0mNZPRESertVd+v38/LBu3Tr84x//gFwuR0yMucmUj48PvvjiCyxZsgSHDh2y9zjx+uuv45577sG8efOQlJSEpUuXwtfXF59++mmTjxEEAVFRUdavyMhI632iKOLNN9/Ev//9b9xwww0YNGgQvvjiC+Tl5eHHH3+0+/jJs0jBfna5OaMlp6LOaUH/5b1sgyG5TEBiqG+nadwnpfRXaw3QGozNbG1/+zPLUKszItxfaa0Nbg8vuQy3j0oEAHzWSZv35VbUYcVec0nDE62Y3QfMaf1St/7OfMHEVYmiiANObNgnYeM+IiLqLFoc8I8ZMwZXXXUVrrrqKsyePRvTp09HXV2d9barrroK//rXvyCXyzFz5kyUlJTYbZA6nQ5paWmYOHFi/cBlMkycOBGpqalNPq66uhqJiYmIj4/HDTfcgPT0dOt958+fR0FBgc0+g4KCMGrUqCb3qdVqoVarbb6oc1p7OA+ZZbXWNHpnzqrvOV8KAPCSm4OiuGAfrL5vDCICVZd6mMcIVCmgsDRzc0bjvu2npOX4wpttKtdSc0clwFsuw+HsChy0BEedybu/n4HOaMLo7qEY2zO81Y9nWr/ryiitRVmNDt4KGfrHtP8CWVtZG/cx4CciIg+naH4Ts4ceesimBl6n02Hfvn148MEHbbYrLy/HiRMnEBAQYLdBlpSUwGg02szQA0BkZCROnDjR6GP69OmDTz/9FIMGDUJlZSVee+01jB07Funp6YiLi0NBQYF1HxfuU7rvQosXL8YLL7xgh1dE7m764Bh8tOOctf5TAJDgpFn1NQdyAQAPTOiBAJUXpg+O6TTBPmDO5Anx80ZxlRal1TpEB3VsEzB71u9Lwv2VuH5wDL47kIPluzIw1Empz86QVVqL1fsts/uT+rRpH9cOjMaLP/9lTeuPCuo8vw+u7oAlnX9QbBCUCrnTxtHPEvAfZ0o/ERF5uBYH/LfddpvN91qtFvPnz8fNN99s90HZw5gxYzBmzBjr92PHjkW/fv3w4Ycf4qWXXmrTPp955hksWLDA+r1arUZ8fHy7x0ruJyJQhWkDo60p14IAfHPPqA4PtM8UVeNwdgXkMgG3j+6KLgHKDn1+VxFmCfg7eoa/UK3BiYIqCAIwvpf9An4AmDeuK747kIP1R/Lxr2v7IbKTXMR5+/fTMJhEjO8VjhFdQ9u0Dymtf39mOX45lo95lkaI5HxpWfUN+5xJCvjPl9agRmuAn7LFp0NERERupdU1/BK9Xg+ttmO624aHh0Mul6OwsNDm9sLCQkRFRbVoH15eXhg6dCjOnDkDANbHtWafSqUSgYGBNl/UeTVMBTWJQLoTZoq+P5ADAJjQu0unDfaB+jr+8tqODfildP5BccHWMdjLgNggjOgaAoNJxNe7M5t/gAc4V1xt/Uy3dXZfwrR+1yTN8Duzfh8AugQoERGghCgCJwqqnDoWIiIiR2pzwK9SqbBmzRp7jqVJ3t7eSE5OxpYtW6y3mUwmbNmyxWYW/1KMRiOOHj2K6GjzSWC3bt0QFRVls0+1Wo09e/a0eJ/UeekMJhzKrgAA6/rgq/Z17LrpJpOIHw6a0/lvGhbXoc/taqRgu7TaOQG/PdP5G7prrHlm+us9WU5pSNjR3tpyGiYRuLpvBIbEB7drX1MHmi/c7stgt35XodbocbLQHFw7q0N/Q1LjvuOs4yciIg/W6hy2iIgIay2/yWRCXl4elEoldDrzibYoitBqtXjkkUfsOtAFCxbgzjvvxPDhwzFy5Ei8+eabqKmpwbx58wAAd9xxB2JjY7F48WIAwIsvvojRo0ejZ8+eqKiowH//+19kZmbi7rvvBmCu+33sscewaNEi9OrVC926dcNzzz2HmJgYzJgxw65jJ8+TnlcJrcGEEF8vPD21H347XoStJ4tQqNZ0WOp16rlS5FdqEKhS4GrLRYfOSgr4OzKl32A0Yedp+y3H15hJ/SMRHaRCfqUGPx/Ox83Jnnth51RhlbXp5ePX9G73/qKDfJjW72IOZVVAFIHEMF+XyEhKig7EtpPFbNxHREQerUUz/IcOHcITTzyBgoICREVF4ZVXXsELL7yAzz77DBqNBi+++CJSU1PxzDPPYPfu3Q5pbDd79my89tprSElJwZAhQ3Do0CFs3LjR2nQvKysL+fn1qZvl5eW455570K9fP1x77bVQq9XYtWsXkpKSrNs89dRTePjhh3HvvfdixIgRqK6uxsaNG22aExI1Zn+GVIcaip4R/hjRNQQmEViTltNhY/jOkvp83eAYqLyc1/zKFVhn+Dsw4D+cU4nKOj2CfLwwOC7IIc/hJZfh9tHmJfqW78qAKIoOeR5X8OZvpyCKwJT+URgQa5+fJ9P6XUuaJZ0/2QVm94H6Ov6/2LiPiIg8WIsC/oqKCmRnZ2PIkCFQqVQQRRELFy7EyZMnrdt89tlniImJsf7rCA899BAyMzOh1WqxZ88ejBo1ynrftm3bsHz5cuv3b7zxhnXbgoICrF+/HkOHDrXZnyAIePHFF1FQUACNRoPffvsNvXu3f2aJmlak1uDjP845Zb16e9qXUQYAGNHVfOJ6y3Bz88Zv92fDZHJ8UFajNWDjMfNqEjd38nR+wNy0DwDKajqmrwhQn85/Wa9wKORtro5q1tyRCVAqZDiaW4nn16a7/e9OY9LzKrHhaAEEwT6z+xIprV/q1k/OdcDSsG+ok+v3JVJK/4kCNYwdcNwmIiJyhhadpU6YMAHffvst8vLykJGRge3bt2PixInYtm2bzXaCYJ81qMkzFak1mLU0FYvWH8espaluG7iIomidqRpu6SI+bVA0/JUKZJbWYs/5MoePYeOxAtTqjOgW7odhCcEOfz5XF+pnTg/uyJR+R9fvS0L9vDE5yRy4fp6a6da/O01549fTAIDrB8WgT5T9lnSNDvJBcmIIRBH45Rhn+Z3JaBJxMKsCgOvM8HcN84OPlxwavQkZpTXOHg4REZFDtHhaShRFlJaWwt/fH5dddhlGjBiBQYMGOXJs5EGkYD+rvBYAkF1e67aBy/mSGpTW6OCtkGFArHmGyNdbgesHm9OHv93v+OZ9Ujr/TUNjeaENHV/DX1ajw5GcCgCOD/iL1Brsy6y/iJTjxr87jTmcXYHfjhdCJgCPTuxl9/0zrd81nCqsQrXWAD9vuV0v6rSHXCagb7R5LEzrJyIiT9WigP/o0aMYPnw4FixYgPDwcAQHB+P5559HQkKCdRuTyWT9lwEIXWjt4TxkltVCKkE2iUBmWa21SZc7ker3h8QFQ6mor52fPcL8+7DhaD4q6/QOe/7cijqknisFAMwYGuuw53EnHR3w/3G6GKII9I0KcHiTxrWH85DfIB3d6Ma/O43536+nAAA3Do1Djy7+dt//tQ3S+gs95CKJO7Km8yeEQC5znXMEax0/G/cREZGHalHAr1Qqcf/99+PLL79EUVERDh48iDvvvBPZ2fUzmX5+fjh9+jT8/PyQnp7usAGTe5o+OAYJob42t6kUMkwdEOWkEbWdVL8/vKttWurguCD0iQyA1mDC2kO5Dnv+Hw/mQhSB0d1DEX/Bz7SzkgL+ijp9h9TiWtP5+zh2dh8w/+4khvpCuo4qAEgM9cX0wY7pldKR9meUYcepYihkAh692v6z+8AFaf2c5XcaqQxqmIvU70uS2LiPiIg8XIsC/t69e1uXs7v22mtRXl6OyspK5OfnY8CAATh79iw2bNiA/Px81NXVwWAwOHTQ5H4iAlV4e+4Q6/cCAI3BhGV/nHfamNpKOnEdYanflwiCgFtGmJv3rXJQWr8oivXp/GzWZxXi6wUAEEWgvNaxs/wmk4gdpxy7HF9DEYEqrL5vDLr4m/sUyGUCVt83BhEdtPyjoxSpNXji28MAgFnD45AQ5riLV/Vp/QUOew66tANSh35XC/gtjfuOc4afiIg8VKtbS7///vt49dVXsX79erz//vu4+uqrIQgCVq9ejVWrVgFg8z5qXI3WCMA8G/vKTeb+D8t3ZWDVvixnDqtVSqq1OFdibu40rJHGUzcOjYW3XIZjuWqk51Xa/fkPZVfgXHENVF4yaxBDgEIuQ7Al6Hd0Wv9f+WqUVGvh6y3H8MTQ5h9gBxGBKqy4dzQAwGAS3f4YW6TW4Pp3dyKzzNzTY87IhGYe0T5SWv++zDKm9TtBSbUWGaW1EARgSHyws4djo29UAAQBKKrSoriq41b5ICIi6iiKlm64YMECeHt7QyYzXyOorq7Gv/71L+v9WVlZOH78OObPn2//UZJHyCw1n9wPjgvC7JHxKFBr8MZvp/DvH4+hRxd/a8d7VybV7/eJDECQJcBsKNTPG9f0j8T6I/n4dl82XrjBvuuzf3/AXCowpX8U/JUt/vXtFEL9vFFRq3d4wC+l84/tEQ5vheOW47tQjy7+6B3pj1OF1TiQVY7J/d2vHAYwB/szl6aiUG0OrgQAj3xz0KFZC9FBPhiWEIwDWRX45Wg+7hrXzSHPQ42TZvd7RwQgyOfi46Yz+Xor0C3MD+dKanA8X40uAY7P2iEiIupILT5blcvl8Pb2hlKphFKphEwms/5fqVRixIgR2Lt3L/LzWSNJjcssM8+MJ4b5AQAevqonpg6Igt4o4r6v0pBXUefM4bXI/ibq9xuaPdyc1v/DwVxo9Ea7PbfWYLQ2ars5men8Fwr17ZjGfR1Zv38hKR1aaoDmjn46lIssy8w+AIjomCaE0waZex4wrb/jpWW5Zv2+pF8MG/cREZHnavEU4X//+1/r/w0GAz788EMsXLjQZpvt27dj2bJlSElJsd8IyWNkWWb4peZ9MpmA12YNxvmSGpwoqMK9X+7H6vlj4eMtv9RunGq/ZabqUgH/ZT3DERvsg9yKOmxKL8ANQ+zTSX/riSJU1ukRFajC2B7hdtmnJ5Ea95U6MOBXa/TW2corenV8wD80IQQr9mbjYGZFhz+3vUgz+xK5TEBcsI/DmxBeOzAKL/38F/ZllqFIrXH7HgjuRPqdGZYQ7NyBNCEpOhDrj+Szjp+IiDxSm/JRBUHA4sWLL7r9ueeew6233truQZFnklL6Exs05/JTKrDsjuEI9fPGsVw1nvruCETR8V3W26JOZ8SxXHNd/qVqt2UyAbOGm2fgV+2zX/O+NWnmdP4ZQ2NdalkrVxHmb5nhr3ZcwL/rTCkMJhHdw/0c2mSuKVLfiCO5FdAbTR3+/O317b5sfLzT3KhTukATF+zTIU0IpbR+UQR+OcZZ/o6iM5hwOMd83HS1hn0SqXEfO/UTEZEnalPAL5fLceedd150+5VXXomePXu2e1DkeURRtKbxJl4QKMWH+uL924ZBIROw7nAePth+1hlDbNah7AoYTCKiAlWIC/G55LazhsdDEIBdZ0uRWVrT7ucurdZi28kiAMDNw+yTMeBppACyrMZxjbekdP7LO6A7f2O6h/shyMcLGr3J7WYjt58qxjM/HAUAPHRlT2x8dDz+Pa1fh644IDW6XH+EpWcdJT2vEjqDCSG+XugW7ufs4TRKWprvbHG1XcuwiIiIXEHHdZyiTq20RodqrQGCAMSFXDwzOrp7GBZO7w8A+O+mk9hyvLCjh9ishvX7zXVJjw32wWU9zWn3q/fntPu51x7Og8EkYlBcEHpFBrR7f54o1M+8bF1Zrd4h+xdFETucWL8PmLNHpLRoaXlId3AstxIPfJUGo0nETUNj8cSk3ogIVOHu8d07NLVeCviltH5yvANZFQDMs/uuurpERIASYX7eMInAyYIqZw+HiIjIrhjwU4eQ0vmjA1VQeTVeo/9/oxNx66gEiCLw6MpDOFPkWide1vr9FqalzhlhXmpsTVoOjKb2lSlI3flvHsZmfU0J9ZOW5XPMDP/Z4mrkVtTBWyHD6G5hDnmOlpDS+qVAytXllNdi3vJ9qNEZMa5nGF65eZDTAr+YYKb1dzRr/b6LpvMD5jLFJDbuIyIiD8WAnzpElqVDf3N1z89f3x8ju4aiWmvA3Z/vR6WDZmtby2gSrSeuLV0+cGJSBEJ8vVCg1lhnhtviVGEVjuZWwksu4HoHNzZzZ9IMf6mDavi3nTS/h6O6hTq1saQUOB1wgxn+ylo97vpsH4qrtOgbFYAPbk/u0KUMG2NN6z/KtH5HE0UR+zPNmVHJCa4b8AP1af3uVipDRETUHAb81CGsDftCL13D6a2Q4f3bhyE22AcZpbV4aMUBGFygOdnJgipUaQ3wVyrQN6plKfVKhRw3DjXPyK/cl9Xm5/7ugLkk4Mo+EdY6dbpYmJ9jl+WzLsfnpPp9yeD4YMgEILeizqXT0rUGI+79cj/OFFUjKlCFz+aNQKDK+WuwW9P6M5jW72h5lRoUqrVQyAQMigt29nAuqV80G/cREZFnYsBPHcK6JF8LOpuH+yvx0R3J8PGS44/TJXjllxOOHl6z0iyzVEMTgqGQt/zXZvaIeADAluNFKK5qfaq50STix4PmdP6bmM5/SdLFkPJand1XeqjTGbHnvPkzMMFJ9fsSf6UCvS19HA5kueYsv8kk4h+rj2DP+TIEKBX4bN4IRAddutFlR4kJ9sFQpvV3CKnPRP+YQJdebhWo79R/PF8NUztLsIiIiFwJA37qEJlNdOhvSv+YILw2azAA4OOd5/FdWvsb37XHvgypfr9l6fySPlEBGBIfDINJxA8HW/8a/jxTgkK1FsG+Xriqb0SrH9+ZSAG/3iiiSmuw6753ny+FzmBCbLAPenTxt+u+20Ja3sxVG/e9uukE1h3Og0ImYOn/JVtnT13FNKb1d4idp81ZMX2jXb/RaPdwP3grZKjRGa0ryhAREXkCBvzUIaSl6bqGtXxZpmmDovHwVeZlHp/54SgOOnE2U+rQP6Jr6+tQpVn+VfuyWz3zLKXzTx8c4/TaZ1en8pLD1zKLWGbnOv7tJ+uX43OFTuOu3Ljvi9QMfLj9HABgycxBGGdZrcKVMK3f8YrUGvx4MA+AOcPJ1X/OCrnMWq7FOn4iIvIkjCDI4aq1BpRYArCWpPQ39PjE3rgmKRI6gwnzv0xDoRNOGnMr6pBXqYFcJmCIZUm01rhuUDR8vOQ4W1zTqhnZKo0em9LNKcfszt8y0ix/qZ3r+He4SP2+RGrcdzTXvMa5q9icXoDn16YDAP4xqbfLlqE0TOvfmM60fnsrUmtw89Jd0Fn6r5TX6DBraarLB/39otipn4iIPA8DfnI4qX4/xNer1U27ZDIBb8wegt6R/iiq0uLeL9Og0RsdMcwmSbP7/WMC4eutaPXjA1ReuG6QeUZx1b7sFj/ul6MF0OhN6NHFD4Piglr9vJ2RIxr3ZZXW4lxJDRQyAWN7Om85voa6hvki1M8bOoMJ6XmVzh4OAOBgVjkeWXkQJhGYOzIeD17Z09lDuiQprf/nI0zrt7e1h/OQXVZn/d4omsu61h7Oc+Kommddmo+N+4iIyIMw4CeHq1+Sr+Xp/A35KxVYdsdwBPt64XB2Bf71/VEUVtbh4z/OdciM0f421u83JKX1rz+aj+oW1pdL6fw3J8e5RBq5Owi1Bvytb5DYlO2WOuRhiSEu0WUeMK8bPsySbeIKaf0ZJTX4++f7odGbcGWfLnjphgEu/5mdyrR+h5k+OAb+yvqLo3KZgMRQX0x38WVFrQE/Z/iJiMiDMOAnh6tfkq916fwNJYb54b1bh0EuE/D9wVxMeesPLFp/vEPSRPe1o35fkpwYgu5d/FCrM+LnFsxyZZfVYs/5MggCcOPQ2DY/b2cT6qcEAJTV6O22z82WTu5SozxXMVSq43dy477Sai3u+mwvymp0GBgbhHdvHdaqlSycJZZp/Q4T7q+Ed4PPQFywD1bfNwYRgSonjqp5Ug1/fqUG5Q5a3pOIiKijuf5ZGbm9DEvA37WV9fsXGtczHI9ebU4TLq81B3Q5FXUODfor6/Q4WVgFAEhuR8AvCALmWGb5V7Ygrf/7A+al+Mb1CHeZ5czcQaifeQbeXjP8OeW12HmmBADw48Fcl5oJrm/c57yAv05nxN1f7EdGaS3iQnzwyV3D4adsfdmLs0hp/T8cyO2wjKHO4GB2BcpqdfBTyvH01L5uEewD5vIraSUZNu4jIiJPwYCfHK69Kf0N+XjZruVsNIkOrQ09mFUOUTQvJxgR0L4T1puGxUEhE3AouwKnLBcRGiOKIr63LOF30zDO7reGNMNvj6Z9RWoNbnxvF6R1FYqqtC7VeGxwfBDkMgH5lRrkV9Y1/wA7M5pEPLLyIA5mVSDIxwvL541s9+9IR5PS+g9mV3RYxlBnsPkvc8bExH6RuO+KHm4R7EvYuI+IiDwNA35yOGtKfztn+AHghiGxiA2un/GWC3Bobag96vcl4f5KXN0vAsClm/elZZYjs7QWvt5yTBkQ1e7n7Uzs2bTvp0O5KK6uzxRw9MWl1vL1VlhTkA9kVnTocxdW1mH2h6n49a9CeCtk+PjO4egZ4d+hY7AHL5lgs9ylozOGOgNRFLE5vRAAMCnJ/Y5fbNxHRESehgE/OZTOYEJehXn2sT01/JKIQBV+eGAsfLzMH10/pcKh6aL2qN9vSGre9/2BHGgNja828J0lnX/qgOg2rQrQmYXaMeCPCbYtpXDFxmNSX4HWLPfYXkVqDSa/9Qf2W57z+ev7Y0TX9l8Qc4a1h/NsljV0tYs67uhscTXOl9TAWy7DFX1cYxnL1kiK5gw/ERF5Fgb85FC5FXUwieZU/C4BSrvsMyJQhZduGAAAkAkCgnwd0zldZzDhUHYFAGC4nQKay3t1QVSgCuW1evz2V9FF92v0Rvx8xBxs3JzMdP7WCvW3X8C/Yq85CyPAUpPuio3HOrqOv0itwQ3v/YkKSw8NQQA+3H7WbWfEpw+OuSBjyPUu6ribTZbZ/XE9w2w69bsLaYb/TFF1kxdliYiI3AkDfnKozFJL/X6or12X6ZoxNBZRgSpU1Omt6aP2lp5XCa3BhBBfL/To0v7+AwCgkMswMzkOALBq/8Vp/b8dL0SVxoDYYB+M7uYaa767k1Bf+wT8h7MrsPNMCeQyAV/8fST+Pa2fywX7QH3An55XCY3e8cHJ2sN5yK+sD+5FN1lfvSlSxpDUUT7I18sl32d3svkvSzp/f/dL5weA6CAVgny8YDCJOF1Y7ezhEBERtRsDfnIoe9bvN6SQy3CLJT3+mz1Zdt23RKrfT04MtevFiluGm8f9x+li5FbYNlv7Ls3crO/GobGQyVx7HXNXJM3w1+qM7QqA3992BgBww+AYDE0Iwd3ju7tkEBgf6oNwf2/ojSLS8yod/nzXD4qGosHn0hXLHForIlCF+Zd3BwD06OLnku+zuyio1OBwdgUEAdZ+Je5GEASm9RMRkUdhwE8O5aiAHzDXw8sEIPVcKc4V238mxt71+5KEMF+M7REGUQRWN5jlL6rSYMdp8xJw7M7fNgFKBbzk5oC0rZ36zxRVWdOS75/Qw25jcwRBEDBUSuvvgMZ9lRoDDCbR+r0rljm0xSzLRbgDWRUorbbPko6d0a+W7vzDEkLcbsWGhqS0fi7NR2QfRWoNlz4lciIG/ORQ9lyS70KxwT6Y0Kf5rvdtIYqitRHacDsH/EB9877V+3NgsgRQaw/lwWgSMTQhGN27uF/Hc1cgCEJ9477qtgX8H2w7BwCYlBSJXpEBdhubo3Rk474NR/MBAON7hrlsmUNbJIT5YkBsIIwmEb/+5ZgSoc7Ams6fFOnkkbSPdYafnfqJ2i2nvBaT39zBpU+JnMitAv733nsPXbt2hUqlwqhRo7B3794mt122bBnGjx+PkJAQhISEYOLEiRdtf9ddd0EQBJuvKVOmOPpldCrWGX47dOhvzNyRCQCA1WlNd71vi/MlNSit0cFbIcOA2CC77VcyuX8UAlUK5FbU4c+z5ll9qTv/zcPi7P58nUmon7k5ZFlt6wP+nPJa/HTI/D48cGVPu47LURo27hNFsZmt2+eXo+YZ3BlD41y2zKGtpg6IBgCst1zUoNaprNMj9WwpAPet35f0a5DS7+jfKSJPVqTW4Lq3d6Lc0ug1p7yWQT+RE7hNwL9q1SosWLAACxcuxIEDBzB48GBMnjwZRUUXdzoHgG3btmHu3LnYunUrUlNTER8fj0mTJiE3N9dmuylTpiA/P9/6tWLFio54OZ2CySQiq8xxKf0AcGWfLogMVKKsRmfXmTmpfn9IXDCUCrnd9itReckxY6g5bX/Vvmz8lafG8Xw1vOUyXDco2u7P15mE+plXbSiraX1q9rId52AwiRjXMwxD4oPtPDLHGBQXBIVMQFGV9qKeEPZ0trgaJwur4CUXMLGfe8/gNubagebfu11nS1Fuh1UeOpttJ4tgMInoFeGPbuH2z+jqSD0j/OElF1ClMSCn3HG/U0SebnVaDirq9NbvjW7e6JXIXblNwP/666/jnnvuwbx585CUlISlS5fC19cXn376aaPbf/3113jggQcwZMgQ9O3bFx9//DFMJhO2bNlis51SqURUVJT1KyTE/unbnVVRlRZagwlymXDRmub2opDLMHu4/Zv3SfX7jkjnl0hp/ZvTC/HJzvMAgIlJEQi2dJqntpFm+EtbmdJfUq3FSktpyAMT3GN2HzBfPJJqjg9kVTjseTYeM8/uj+0R7rClMJ2pW7gf+kVb0vqPM62/taTVUib1d/+LQd4KGXpFmMt5WMdP1Ha6RjIvVV4yXDvAvbOAiNyNWwT8Op0OaWlpmDhxovU2mUyGiRMnIjU1tUX7qK2thV6vR2io7Xrq27ZtQ0REBPr06YP7778fpaWlTe5Dq9VCrVbbfFHTMixL8sWF+MBL7riP2uyRCRAE88zc+ZIau+zTkfX7kv4xQRgQGwid0YTvDpi78980lOn87RXm17al+T7deR5agwmD44Iwtod7LYloTet3YB2/VL9/7UDPPVGTTkJ/YVp/q2j0Rmw7ac62m+zm6fwS6SIaO/UTtY1Gb8SKveaL6FJvHQGARm/CR3+cd+LIiDoftwj4S0pKYDQaERlpO3MQGRmJgoKCFu3jn//8J2JiYmwuGkyZMgVffPEFtmzZgldffRXbt2/H1KlTYTQ2Xgu+ePFiBAUFWb/i4+Pb/qI6gSxL/X6Cg+r3JbHBPpjQuwsAYOW+9s/yl1Rrcc5y4SA5IbSZrdun4VVumQD0i3b9JnGuLrQNAb9ao8eXqZkAzLX79lyGsSMMS6yv43eErNJapOepIZcJuCbJMwK6xky1pPXvPFOCygZpqHRpqWdLUaMzIipQhYEO6HniDP3YuI+oXdak5aCoSovoIBXWPjQO/57WD4tvGggAWL4rA8v/ZNBP1FHcIuBvr1deeQUrV67EDz/8AJWqvsnUnDlzMH36dAwcOBAzZszAzz//jH379mHbtm2N7ueZZ55BZWWl9Ss7276d4T1NpqVDv6Pq9xuSmvet2Z8DncHUrn1J9ft9IgMcmrpcpNZYr34DgCgCty7bw2Y27dSWgP+r3Zmo0hrQK8If17hhffqwhGAA5uBEo7df80rJL8fMM95juodZf76eqGeEP/pEBkBvFPEbu/W32GbLcnyT+ke63cWypiRFc4afqK30RhOWbj8LALj38u6IC/HF3eO7Y87IBPxzSl8AwIs//4WtJxrvw0VE9uUWAX94eDjkcjkKC21PwAoLCxEVdenZptdeew2vvPIKNm/ejEGDBl1y2+7duyM8PBxnzpxp9H6lUonAwECbL2pafYd+xzdwuqpvBCIDlSi1Q/O+/R1Qvw8Aaw/nIbtBQygRbGZjD60N+DV6Iz619FC474oekMncL2CJDfZBRIASBpOIIzmVdt//Bkv9/pROUHc51VKyIF3koEtruJThJA/K/pAC/pzyOmZ7ELXS2kN5yCmvQ5ifN+aMSLC5774ruuOW4XEwicBD3xxgnwyyKlJr8PEf5zjx5QBuEfB7e3sjOTnZpuGe1IBvzJgxTT5uyZIleOmll7Bx40YMHz682efJyclBaWkpoqPZJd0epA79CR0ww2/TvG9vZrv2tb8D6vcBYPrgGCSG+kJuCTDlMgGJob6YPjjGoc/r6Vob8H+7Pxsl1TrEBvtg+hD3/NkLgmCzPJ895VbU4XB2BQTBc+qzL0Xq1r/jVAmqNAz0mnMouxwl1ToEqBQY1d2xJVAdKcjXC7GWZrMnGJAQtZjJJOL9beaJs7+P7wYfb9uVjgRBwKIZAzGmexhqdEb8ffk+BniEIrUGs5amYtH641y60QHcIuAHgAULFmDZsmX4/PPPcfz4cdx///2oqanBvHnzAAB33HEHnnnmGev2r776Kp577jl8+umn6Nq1KwoKClBQUIDq6moAQHV1NZ588kns3r0bGRkZ2LJlC2644Qb07NkTkydPdspr9DQZljr4rmEds0TTLSPiIQjAn2dKrc/dWnU6I47lmmdIhyc69uQ1IlCF1feNQZzlpDIu2Aer7xvjUWubO4PUtK+0BQG/3mjCh9vPAQDmX9Hdoc0lHS050TGN+6Tu/CO7hqJLgNKu+3ZFvSL80aOLH3RGE7YcZ7ppc6Tu/Ff3jXDr35/G9GNaP1GrbUwvwNniGgSqFPi/0YmNbuOtkGHp7cno3sUPeZUa3P3FftTp7F+ORs1z1qx6UZUG208V44NtZ3HvF/sx7pXfkWmZKMypqGPQb2cKZw+gpWbPno3i4mKkpKSgoKAAQ4YMwcaNG62N/LKysiCT1Z9sfPDBB9DpdJg5c6bNfhYuXIjnn38ecrkcR44cweeff46KigrExMRg0qRJeOmll6BUev5JraNV1Oqg1hgAOL5pnyQuxBdX9O6CbSeLsXJfNp6e2rfV+ziUXQGDSURUoApxIY5ZSrAhKehfezgP0wfHMNi3A2mGv7JOD73RdMkgZO2hPORW1CHc3xu3DHfvJpzDEoMBmGf4RVG0Wy211LF+aidI5wfMs0/TBkbj7d/PYMPRfMwYGuvsIbksURSxKV2q3/e8z0dSTCB+O17Ixn1ELSSKIt7bap7dv2tsVwSomu6DFOTrhU/vHIEb3/8TR3Iq8fiqQ3j/tmFuWVbnrqRZ9cyyWnyZmtnmSacitabJ81i90YRzxTU4nq/G8Xw1/rL8W3KJpZONJtFa4nr3+O6tHg9dzG0CfgB46KGH8NBDDzV634WN9jIyMi65Lx8fH2zatMlOI6MLSfX7EQHKi9K5HGnuyARsO1mMNWnZWHBNb3grWjfjJNXvJ3cN6bDmUxGBKh7Q7CjY1xuCYG6CWF6rQ0RA43+8TCYRH1iaCv3tsm5QeXXc59QR+scEwUsuoKRah+yyOruU0hRUaqwlLlMGdJ5Sp6mWgH/bqWJUaw3wV7rVn8oOc7qoGhmltfBWyHC5ZaUUTyLV8R8vYMBPLXep4MfTbTtZjPQ8NXy95Zg3rluz23cN98OH/zcct3+8BxvTC7Bk08k2TdZQ62WU1GDm0l0otQTemWW1uPy/WzGuRzi6BCjhr1QgQOWFAJXC8uWFQNXFt1XU6qwXDT7flYF/TeuH/AqNOcAvUONUYXWjzbQFAegW5od+MYFICPXFmrQclFZrYRLN9/sp5bhuYOc573A0nsWQQ0hpOR3Rob+hq/pGICJAiaIqLX47Xmitx20pKbgZkejY+n1yHLlMQLCPF8pr9Siv0TcZ8P96vBBniqoRoFTg9ibSDt2JykuO/jFBOJRdgQNZ5XYJ+KXZ2+TEEEQFdZ4T175RAegW7ofzJTXYeqII17OvRqM2Wz4fl/UM98iLIv1jzAH/qYLqZrOFiAD7zZi6I1EU8a5ldv/20YkIaeGKLiO7heLVmQPx+KrDWLr9LLqF+2L2BY3+yD40eiO2nijCz0fysSm9AAYpurbeb8KWdqyckF1eh/u/OnDR7X7ecvSNDkS/6AAkRQehX3QA+kQFwNe7/u/GvLFdrb87AFCjNeKt38/g5RsHeMzqL87keX+hySVklZpr6BM6oEN/Q15yGWaPiMc7v5/BN3uyWhXwG02itf55eFfPaT7VGYX6eaO8Vo/SGi2AgIvuF0UR71tOTO4Ym4jAS6QdupPkxBBrwG+PVHSpU31nSeeXCIKAqQOi8P62s9hwNJ8BfxM2W7vzu99Sli0RF+KDAKUCVVoDzhZXo28UV+ahphWpNZj+7k4UqLUA6uuQO0vQv/tcGdIyy+GtkOHuy5qf3W/oxqFxyCipxVtbTuPZH44hPsQXY3uGO2iknYvWYMT2k8X4+Ug+fjteiNoGvRIUMgFGkwgRgEwAQny9cdfYRAACqrQGVGn0UGsMqNKY/9/w39pL9FzoFeGPqQOi0C86EP2izTP4zZVqNCxx9ZLL8Py6dKzYmwUvuYAXpvdn0N9ODPjJIaxL8nXwDD8A3DI8Hu9uPYOdZ0qQWVqDxBY2DTxZUIUqS/pu36iLg0RyH2F+SpwtrmmyU/+us6U4nFMJpULWorRDdzEsIQSf4DzS7NC4r7hKi73nzSUunWE5vgtdOzAa7287i60ni1CrM9jMRBCQV1GHIzmVEATg6n6eGfALgoB+0YHYm1GGv/LUDPjpkr4/mGsN9oHOV4cs1e7PHh7fpgscj03shfMlNVh7OA/3fZWG7x8Yh54R/vYeZqegM5jw55kSrDuSh1/TC1GlNVjviw32wXWDonHdoBhEBHjjlg93I7OsFvEhvq26OGUwmnC+pAZ3fbYP+ZV1MImAXBAQF+KDr+8e1abPQMMSVz+lAk+uOYwvUjOhkMnw3HX9GPS3A89gyCGcGfDHh/ri8l5dsP2UuXnfP6e0rB4sLdMc3AxNCIaCqZturbml+aQlg+aMiEe4v+c06ZQa950oqGp3kLr5rwKYRGBwXBDiQjr+99jZ+lvqCrPKarHtZHGry4M83W/HzbP7yQkhHr16Q1KMOeDnWuHUnMo622U8ZQIQH9I5lto9lF2BnWdKoJAJmH9F2y5uCIKAJTMHIbeiDmmZ5fjb8n348cFx1r/ndLGG/SJC/byReq4UPx/Ox8b0ApvPY1SgCtcOjMZ1g6MxND7YJnBua+NohVyGXpEB+OGBsdZU/LgQ+602NTM5DkaTCf/87ig+/fM8vOQCnp7al0F/GzHgJ4fILDOn9Ld0dt3e5o5MwPZTxVi9PxuPT2xZ8759GZZ0fgcvx0eOF+pvWZqvkS6wh7Ir8OeZUihkAu653LNmXaKDfBAdpEJ+pQaHsysxpkdYm/f1y1FzffbUThroCoKAqQOj8OH2c1h/NJ8B/wWk5fgm9ffM2X1JEpfmoxbIKq3FpzvPAzAvOaczmKCQyzpNOv+7v5svos8YGtuuC8QqLzk++r9kzHj/T2SV1eLeL/bj63tGQalw76a6jlCk1mDm0lRkldXizd9Ow0smoLxBkB/ur8S0gVG4bnAMkhNCmkypb2/jaEeuNjV7RAL0RhH//vEYPtxxDgq5gH9M6sOgvw04jUl2p9EbUWhJa0vsoCX5LnR1P3PzvpJqHbZYZqKaI3XoH9GVDfvcXaivOeAvr7044Jdq928Y0r4TE1c1LMH8+T2Q1fa0/vIaHVLPlQLofPX7DV1rWZlg64kirhHdQGWtHrstn49JSZ79+UiyNO77K08NURSb2Zo6I1EUkbL2GLQGE8b1DMOPD4yFTDCnVZc2kWXmSY7nq/Hb8UIIAnD/hB7t3l+YvxKf3TUCASoF9meW459rjvB37wJFag1u/mAXsiwN7qq1BpTX6RHs44VbRyXgm3tGYc+/rsYLNwzAiK6hDl/qULpo4IiLW7ePTsQL0/sDAN7behZv/nba7s/RGTDgJ7uTDkABKgWCfZ3TDM1LLrOuq/7N3qxmt8+tqENepQZymYAhCcEOHh05mpQCeOHJ1qnCKmz+Szox8azZfckwywoTB9sR8P/6VyGMJhFJ0YFOy9JxBYPighAb7INanRHbTxU7ezguY+vJIhhMIvpEBqBruGd/PnpG+EMuE1Beq0eBWuPs4ZAL2nisANtOFsNbLsOLNwxAUkwQplouFn6zp/nzD3cn1e5fOzAaPbrYp+a+Z0QAlt6eDIVMwI+H8vD2ljN22a+nWHs4D9nldRfdfv+EHnj5xoEY2yMccgcH+R3pzrFd8e9p/QAAb205jXd/Z9DfWgz4ye4a1u87M+1m9oh4CALwx+kSZFnG1BRpdr9/TCCbc3mAMEtKf9kFKf1Lt50FAExOikLPCM9szDjMcsHqQFZFm2dFNli681870LNnb5sjCIL1ZyCtWEDm/g6A56fzA+YU456WIIZ1/HShaq0BL6z7CwBw3xXdrQHvbaPMy8r9cDAXNQ0apnmac8XVWH/UfGx8cEJPu+57XM9wvDRjAADgjd9O4YvUDHz8xzkU8cIbhl+QiSqXCUgM9cWNdlidx1XdPb47np5q7sn12uZTWLr9rJNH5F4Y8JPdZZY6t35fEh/qi/G9ugAAVu679FX2/azf9yiNNe3LLqvFT4fzAAAPXNn+tENX1T8mCN4KGcpqdMho5kJXYyrr9PjzTAmAzlu/35D0M9hyvAgaPdP6NXojtp00Zzt4ejq/pGFaP1FDb/56CgVqDRJCffHAlfUB75geYegW7odqrQFrLX93PNEH285CFIGr+0ZYf0/sae7IBMy39NpJ+Skdi9Yfx6ylqZ0+6P9kZwYAQGnpTxUXbL9mea7svit64B+TegMAXvnlBD7+45yTR+Q+GPCT3Vln+J1Uv9/QrSPNaf3f7s+B3mhqcrt9rN/3KI2l9H+04xyMJhGX9QzHoLhgJ43M8bwVMgyMDQIAHGjD8nxbjhdCbxTRO9LfbumZ7mxIXDCig1So1hrwx+kSZw/H6XadLUGtzojoIBUGxHaOZerYuI8a81eeGp/tygAAvHhDf6i86hvLCYKAW0eaZ/m/2p3pkTXoOeW1+OFgLgDgwavsO7vf0LyxXeHT4GebXV7bqYP+tMxyrDucB0EAPr5zOP49rV+nCPYlD13VC49e3QsAsGj9cXxu+R2kS2PAT3aXWea8JfkudHW/SHQJUKKkWttk877KOj1OFlYBAJIZ8HsEKeAvr9VBFEUUV2nx7f5sAJ49uy+pT+tvfcC/QerOP4Cz+wAgkwmYYmlc+MtRpvVvOmbpzp8U2Wk6JfeL5gw/2TKZRDz741EYTSKmDYzGhD4RF21zc3IcvBUypOepcSSn0gmjdKyPdpyDwSRibI8wa7NYR/j5aD7qGmRXmUTzeaYnZ040RRRFLFpvLiGZlRyH8b26OKxZnit7bGIvPGg5l1u4Nh1f78l08ohcHwN+srssS0p/QqjzmzmZm/fFAQC+bqJ5zsGscoii+QJFREDnOmh6KingN5pEqOsM+PTP89AaTBgSH4wx3du+VJ27SE6UOvVXtOpxVRo9dpw2p2tzGbp60yw/i1+PF0Jr6Lxp/UaTiN+OS8vxdY50fgDoF23u95FZVotqD67HppZbuS8bB7Mq4Octx3PXJTW6Taift/XY4WkBSVGVBiv3mS+iP3Sl42b3AWD64Bgkhvpe1ITOYPK8rInmrD2ch4NZFfD1luMfk/o4ezhOIwjm5fmkco9nfziGVc2U7nZ2DPjJrgxGE3IsnUNdYYYfAOaMMKfV/XG6BNllF9c0s37f8ygVcvgrzc0XM0pr8GWq+WTrgQk9OsWspDTbcrJA3aoA5fcTRdAZTOjexQ+9I5nOLxmWEIKIACWqNAZrf4PO6EBWOUprdAhUKTCyW+c5Xob5KxEVqIIoAv/ddKLTphKTWUm1Fq9uPAEAeGJSH0QFNT1RIDXvW3s4D5UN1kh3d5/8cR46gwlDE4IxpodjL6JL67zHBfsAgPVv+yu/nMCbv53yyHKJxmj0Rrz6i/lzd/8VPTrdrP6FBEHA01P74m/jugEAnv7+KNak5Th5VK6LAT/ZVX6lBgaTCG+FDFEucjAyN+8LB9B48z7W73smaZb/rS2nUa01oHekPyb28/yu4oD5BCk22AcmETicXdHix208JqXzR3WKCyMtJZMJmGpJ65dKHjqjzenm1351v0h4yTvX6UOPCHPG2ue7Mjt1/TABizecQGWdHknRgbhjTOIlt01ODEGfyABo9Cb8aKl3d3cVtTp8tdt8Ef2hK3t2yN8KKej/97R+2LLgcjxi6Rnw5m+n8eyPx2DsBLP9H/9xDnmVGsQEqXDP5Z65rHBrCYKA567rhzvGJEIUgSfXHOZqDk3oXH+xyeEyrOn8vpC50Bqg0lX2C5v36QwmHLIERBcuc0LuTQr4fz9RBMC8Pq0rfSYdbZiU1t/Cxn21OgO2njT/rFi/fzGpW//m9ALoDE03APVUoihi81/19fudSZFag6O59TXYORV1DPo7qd3nSvHdgRwIAvCfGwdA0cyFL0EQcNto8/nH13s8o3nfZ39moEZnRL/oQFzV9+LeBY4SEajC3eO7IzLIBwsm9cFLMwZAEIBv9mTh/q/SPHoVlaIqDd63LCv8z6l9bRpEdnaCIOD56/tj7sgEiCJXc2gKA36yK1fq0N/Q1f0iEe6vRHGVFluOF1lvT8+rhNZgQoivFzuSexgp4AeA6CAVrh8U48TRdLzkVjbu23ayGBq9CQmhvujvgOWV3N2IrqEI91dCrTEg9Vyps4fT4U4VViOztBbeChku793F2cPpUGsP50FdV18aYzSJnbZpWGemM5jw7x+PAQBuHZmAoS1sVDdjaCx8vOQ4VViN/W1YOcWVVGsNWG7piv7glc4tkfu/0Yn44LZh8FbIsPmvQvzfJ3tQWes5ZRMN/W/TKdTqjBgSH4zpgzvXuUxLyGQCHr2qJ/yUXM2hKQz4ya6yLDXyCS5Svy9p2Lzvm731af1S/X5yYihTmD2Mj3f9gV9rMKGswRJ9nYE0w38wuwKmFqQ7brB0oGc6f+PkMgFTBphntjcc6Xzd+qV0/vE9w+FnqaHtLKSmYQ1/K2KDfXji3cks++MczhRVI9zfG09N7tvixwWqvKyfla93u3fzvq92Z6KyTo/uXfxcIhNsyoBofPG3kQhQKbAvoxyzPtyF/Mo6Zw/LrtLzKvFtmrlB4nPX9ePf5yb8fDQfNdqLV3P48ZBnlNK0FwN+sqtMS0q/q83wAw2b9xVbm/exft8zFak1+ONUsfX7yjp9p7vS2y86ECovGSpq9ThXUnPJbTV6I7ZaSh+msjt/k661nOBu+qvApjSoM7Cm8/fvXOn8QH39cHyDv2sxwSqE+yudOCrqSNlltXjn99MAgGen9UOQr1erHi+l9W84WuC2F581eiM+/uM8AHPTuAu75jvL6O5hWH3fGEQGKnGqsBo3v78Lpy1LLbs7URSx6OfjEEXgukHRSGZz6SY1tZrDnnNlHl3u0VIM+MmurCn9Yc5fku9CCWHm5n2iCKzalw1RFJFmSa9j/b5nWXs4D2pN507B9ZLLMCg2GEDzaf07ThWjRmdETJAKg+OCOmB07mlkt1CE+nmjolaPPefKnD2cDpNXUYejuZWQCebyqM4oIlCFNfeNwX1XdIdKIcO+jHJ8svO8s4dFHUAURSxcmw6N3oQx3cMwY0hsq/cxKC4YA2ODoDOasMYyW+tuVu3LRkm1FrHBPpgxtPU/A0fqGxWI7+4fi+5d/JBXqcHMpalIy3T/Y/Rvx4uQeq4U3goZnp7a8qySzujC1RzC/b2hkAFbThTh9o/3oNxNL7TZCwN+shtRFK0p/a6yJN+Fbh0pNe/LxumiapTW6OCtkGFALIMcT3LhlV65TEBiqG+nS8EdmhgMADjYTMD/i9Sdf2A00wUvQSGXYbJl/fkNxzpPWv+vltn94YmhnXpWOyJQhaen9kPK9f0BAP/ddBJ/5ak7fBxFag27UHegTemF+P1EEbzkgqVRXNuOkVLz4G/2ZLWozKq97Pk50RlM+HC7uWncfRN6uOQqHXEhvvjuvrEYmhCMyjo9bl22x3rsckc6gwkvbzgOALj7sm6IC3HN82pX0nA1hw2PjMcXfx+FAJUC+zPLcfMHu6xZyJ2R6/3GktsqrtaiVmeETIDLHpgmJpmb9xVVaa3rmQ6JC4ZSwY6nnuTCK71xwT5Yfd+YTrdubXKC1Km/oslttAYjfrOcFElLz1HTrh1o/hltOlYAQydJ69/8l/mCUGdM52/M3JHxuCYpEjqjCY+uPNih6aJFag1mLt3FLtQdpEZrwAvr0gEA8y/vgZ4RbW/ue/3gGAQoFcgorcWus45t/Fmk1mDW0lS7fU5+PJiLvEoNIgKUmJUcZ6dR2l+Inze+vnsUruobAa3BhPlf7sfKvRcvx+wOvtydifMlNQj398b9E3o4ezhuQ1rNISJQhbE9wvHd/WMRG+yDcyU1uOn9XdaVuTobBvxkN1mWdP7oIB94K1zzo+Ull2GWpXnfFkvNct/oAGcOiRyk4ZXezhjsA/WN+04VVUGtabx78a4zpajSGhARoMSwFnad7sxGdw9DsK8XSmt02Jvh/imjzams1WO3pXzhmk62HF9TBEHAKzcNRJcAJU4XVWOxZRbO0YrUGsx4/09klZmbkrELteO9+dsp5FdqEB/qg4csa7+3lZ9SgRuHmVPhv9nruOZ9UrAvZVxmldViyps7sDm9AFVN/B24FKNJxAeW2f17xnd3+SXhfL0V+PD/kjErOQ4mEXj6+6N4Z8tpt1oSsbxGh7d+OwUAeGJSHwSoWtczgur1jgzADw+MRf+YQJTW6DDno1RrE9rOxDWjMnJL9fX7rjm7L5kzIt7m+1+OFfCEyUM1vNLbGYX7K5EQ6gtRBA5lVTS6TcPu/DIXacLkyrzkMus69L8c9fyThi0nCmE0iegbFeCSvVmcJcxfif/OHAQA+Dw109r00pE+35WBvIr6v1VSF+qf2IXaIY7nq/HpnxkAgBenD7BLoHurJa1/c3qhw8471h7OQ2ZZLaTwVgRQVqvHvV+mYeDzm3HFf7fivi/T8PaW0/j1r0LkVtQ1GQwXqTV4YvVhnC+pQbCvl3X8rs5LLsOSmYPw4JXmmfH//XoKKT+lI7+izi3KYd7achpqjQF9owJwy/D45h9AlxQRqMK388dgQp8u0OhNmP9VGj63LC/ZWTDgJ7vJdPH6fYmPlxwqr/qPflm1jrMk5LGGJQQDaLxxn95osnZfn+ICSyy5i2stKxlsTC+AsQNqcZ1pc7qlOz9n9y8yoU8E7hrbFQDw5JrDKKnWOuy5sstq8d2BxgP7A9kV0Bk6R3lJRzGZRDz7w1EYTSKmDojClX0j7LLfvlGBSE4MgcEk4tv9jmne1zvSNmtRAODjJUNEgLn/RmZpLTamF+D1X0/hni/2Y9wrv2PIi79izkepeHHdX1i9PxvpeZXIKa/FzKWp+PGg+XN3y/B4t1qSUxAEPDm5L56/PgmCYE6Rv/r17S5fDnO2uBpfWZZv/Pe0JJdZDcHd+SkV+PiO4Zg7Mh6iCCxcm47/rP+rQ/ppuAIG/GQ3WZZmGAmhrj0LtPZwHjT6+pMjo9j5OrhT55FsSes/0MgM/+5zpais0yPMzxsju3G5n5Ya2yMcgSoFiqu02O/Baf0avRHbLctbTurP/g6NeXpqX/SJDEBJtQ7/XHPEIWnDOeW1mPPRbhSoNUgI9bH2Jgn184ZMMGea3PHpHlTWtj5dmxr37f5sHMiqgJ+3HCnXJ9l131LzvhV7s+1+wbCyVo9nfzwKwBzkA0BCqC+2P3kl9j47EQefuwbf3D0K/57WDzcNjUXfqAAoZAIq68ylO5/+eR5PrjmCaW/vxGWvbrWWBQDAL0fzXTZIvpS7xnXDohkDAAC1OnO/jZzyOpcN+l9efxwGk4ir+0bgsl7hzh6OR1HIZXj5xoF4cnIfAMCyP87joRUHOsWyfQz4yW6kGf6uLj7DL3Vwly6adtYO7tQ5DLXU5R/MKr/oSvYGS0r65AFRnEVoBW+FDNckmQNgaYUDT7TzdAnq9OblGvvHBDp7OC5J5SXHm3OGwFsuw5YTRfhqj30bhOVW1GHOR7uRW1GHbuF+WH3fWHz/wFj8e1o/bHx0PD6bNxL+SgV2nyvDTR/8iewGARq1TWm1Fq9sNDf1ffya3ogO8rHr/q8dGI1gXy/kVtRh+yn7lYKYTCKeWH0I2WV1iA/1wbqHxl/UwybEzxtje4bj7vHd8frsIdj42OVIf3Eyfn74Mvx35iDMG9cVo7qFQtlIH6bs8jq3nRip09kGdK460bPzdAm2nCiCQibgX9P6OXs4HkkQBDx4ZU+8OXsIvOQCNhwt6BTL9jHgJ7uRavgTXDzgl5q5xVtWEuisHdypc+gbFQBfbzmqNAacKa623m4wmqyNa65lOn+rSd36fzmW77EpgfXd+aO4XOMl9IsOxFNTzDNG/1n/F84UVTfziJbJq6jDnI9SkVNeh65hvlhxz2hEBqpsepNc0bsLVt83BtFBKpwtrsGN7//Z7DKcdGmLfzmBilo9+kUHWks27EnlJcfMYebmwV/vtt8Fog+2n8Vvx4vgrZDhg9uS0TPSv0U9bJQKOQbEBmHW8HgsvL4/Vs0fgx1PTkBssI/HTIxcONEDADIB7Vp1wd6MJhGL1v8FALh9dCJ6dHGdsXmiGUNj8fnfRlqX7bvJw5ftY8BPdlGl0aPMcnXMHRo7sYM7dRYKuQyD4oIAAAcy6wOBvRllKK3RIdjXC6O6M52/tS7rFY4ApQKFam2j/RHcndEk4rfj5tlH1u8372/jumF8r3Bo9Oal+tpbU59fWYe5y3Yju6wOiWG+WHHvaEQFNf53ql90IH58cBz6xwSipFqHOR/txsZj+e16/s6oSK3Bcz8ew5q0HAgC8J8bB0DhoPXm51rS+n8/WYSc8vZnZfx5pgT/23wSAPDSDf0xIDaoXfuLDPLBDw+M9ZiJkQsnerzkAkwicP9XB7DleKGTR2f27f5snCioQpCPFx6b2MvZw+kUGi7bd96ybJ+nXjBlwE92Ic3uh/l5w99Nmrp09g7u1HlIy+01DEw3WlLRJyVFwstBJ7WeTKmQY6IlEN7ggd360zLLUVajQ5CPF0awv0OzZDIBr80ajBBfL6TnqfG/X0+2eV8FlRrM/Wg3MktrkRBqntlvLq080tKFWlp//P6vD2DZjnMOX4qsSK1xi67nzSlSazBzaSq+tDRLu2FwrEOXKe3RxR9je4RBFIFV+9rXvK+gUoNHVhyESQRuGR6H2SPs00nf0yZGGr6eTY9djvG9wlGnN+KeL/bjy9QMp46tSqO3XrB59OpeCPb1dup4OpMLl+2bu2w3vt2X7RHHtYZ4lkd2ITV2cfV0fqLO6MLGfSaTaK09nzqQ6fxtNXWA56b1S+UeV/eN4AWhFooMVGHxTeal+j7acQ67zpa0eh+Fag1uXbYbGaW1iAvxwYp7RyMmuGU15H5KBT76v2TcMSYRogj8Z8NxPPfTMRiMjungf76kBte9s9Plu543p0itwY3v77Lpf7A/s8zhr+e2UYkAzAG/vo3vkc5gwgNfp6G0Roek6EC8eMMAew7R4yZGpNfTvYs/Pr1rBGYPj4dJBJ77KR0vbzjutOP4+9vOoqRah27hfrh9dKJTxtCZXbhs31PfHXH749qF3Oqv+HvvvYeuXbtCpVJh1KhR2Lt37yW3X716Nfr27QuVSoWBAwdiw4YNNveLooiUlBRER0fDx8cHEydOxOnTpx35EjyWNMPf1Q3S+Yk6G6lx35mialTW6pGWVY7iKi0CVAqM68EuwG11ee8u8POWI79Sg8M5Fc4ejt2IYv0FoVGc3W+VKQOiMGeEedmnJ7493KrO+UVqDeYu241zJTWIDfbBintGI7aFwb5EIZfhhen98e9p/SAIwFe7s3DPF/tRozW09qU0SmswYnN6Af7++T5c9do2FFWZlyLMqXDdrueXUlGrw6MrD5rXom9we04HNKi7JikS4f5KFFVp25xWvviX4ziQVYEAlQIf3D4MKi+5nUfpubzkMrxy80D8Y1JvAOaLdM7o2J5dVotPdp4HAPzr2n7wbqRhIjmen1KBl2cMsMlSzi6vdcvjWmPc5lO1atUqLFiwAAsXLsSBAwcwePBgTJ48GUVFjXc43bVrF+bOnYu///3vOHjwIGbMmIEZM2bg2LFj1m2WLFmCt99+G0uXLsWePXvg5+eHyZMnQ6Nx/ze2o2Val+TjDD+Rqwn180a3cPPFuAPZ5dhw1Fzfe02/SJ5ctIPKS46r+0lp/e5fM12nM+JoTiXe/f00civqAADvbjvjESc7Hem565LQLdwP+ZUa/OvHoy1Kqy+qsgT7xeZgf+W9oxHfxr+ngiDg7vHd8cFtyVB5ybD1ZDFmLU1FQWXb3kejScSuMyX455ojGLHoN9z7ZRq2HC+yCZCNJtfset6UOp0R7287g8uXbEXqOdulNTuqQZ23QoZbhlua97VhdYefj+Thsz8zAACv3zLELfonuRpBEPDQVb1sOrbf9vEea0+qjvDqxhPQGUwY2yMME/tFdNjz0sU2HCtAdYOLoyYRbnVcuxRBdHSBl52MGjUKI0aMwLvvvgsAMJlMiI+Px8MPP4ynn376ou1nz56Nmpoa/Pzzz9bbRo8ejSFDhmDp0qUQRRExMTF44okn8I9//AMAUFlZicjISCxfvhxz5sxpdkxqtRpBQUHILy5FZFiItYuxzmCCwWSCXCZAqai/2lqrM3+IVAo5ZJZWoXqjCXqjCTJBsLky25pt63RGiBChVMitS2sZjCbo2rmtRm+ESRThLZdZG9cYTSK0BuNF296yNBV7M8rw35mDMGt4vM22AgT4eF+8Xy+5zJoq2pptTSYRGoP5Cqyvd/2VOK3BCKNJhEImswYxrdlWFEXUWa7s+njJL3o/W7NtS957e3xOGns/7fE5kX7u7f2cNPV+tmbblrz37f2cNHw/2/s5aer9bOvnxF7HiH9+dxhrD+fj4at6Yk1aDvIrNXh37lBMTIrskGNEe997Vz1GbDyWj/u+OoDoIBW2/WMClJbX7KxjRGm1FpvSCzF9cAwiAlWNvp8VtTqcLKjCuZIaZJTW4HRhNU4XVSG7rA4XkglAbLAPvr57FBIaBBQ8Rlx6273ny3Drst0wisD/Zg3GzclxTb6fWaW1mLd8L84W1yAmSIWV945BVJDKLseIIzmVePDrNJTW6BEdpMKHt5u7tzf390EURRzMqsAPB3Ox8Vg+iqvrA6CIAG9M6N0F20+VoLhaCykLOkApx/pHxjf6OXGVY4QAYHVaDt749SSKqsyvqW9UAOZf3h1v/nYamWW1iA8xX3CJtTR4c+R5xOnCakx6cwcAYNs/JqBruF+Lfu/PldTghnd3okZnxN3ju+HJyX14HtHOY8T2k8V46Js0VGmN6Brmi+XzRiIh1Neh5xEHs8px28d7IQjA+ofHo2eEv0ufRzg71nD0MaKiRoe5y/Ygp6IORpNo/fv33f1jrWUtrhRr1FRXISIsFJWVlQgMvPTSuW4xtaPT6ZCWloaJEydab5PJZJg4cSJSU1MbfUxqaqrN9gAwefJk6/bnz59HQUGBzTZBQUEYNWpUk/vUarVQq9U2XwAw8j9bbK4GfrTjLJJSNmHhT+k2j09+6TckpWyyzpwAwBepmUhK2YR/fnfEZtvLXt2KpJRNNstorUnLQVLKJjy84qDNthNf346klE04lltpve3nI/lIStmEuz/fb7Pt9Hd3IillE/aer7+iveVEEZJSNuG2j/fYbHvLh6lIStmEHaeLrbftOluCpJRNuPH9XTbbHsquAAAUNJgJOphVjqSUTZj61g6bbe//Kg1JKZvw48Fc620nCtRIStmECa9ttdl2wbeHkJSyCSv21l/9ziyrRVLKJox6eYvNtv/6/hiSUjbhsz/PW28rqtIiKWUTBj2/2WbbRT8fR1LKJry39Yz1NrXGgKSUTUhK2QRDgzqu1zafRFLKJry2ub4Jk8EkWrdVa+qvBr639QySUjZh0c/HbZ5v0PObkZSyyZr+CACf/XkeSSmb8K/vj9lsO+rlLUhK2YTMBvWEK/ZmISllExZ8e8hm2wmvmT8nJwrU1tt+PJiLpJRNuP+rNJttp761A0kpm2w6kG5KL0RSyibc+altecyN7+9CUsommxrUHaeLkZSyCbd8aPv7cdvHe5CUsglbTtRn2+w9X4aklE2Y/u5Om23v/nw/klI24ecj9bOhx3IrkZSyCRNf326z7cMrDiIpZRPWpOVYbztTXI2klE247FXbz8k/vzuCpJRN+CI103pbbkUdklI2Ifml32y2XfhTOpJSNuGjHWett5XV6KzvZ0Ov/HICSSmb8NaWU9bb6vRG67bSgRgA3tpyCkkpm/DKLyds9iFt6+xjxNrD5p/5yn3ZyK/UQCkX8NCKgx12jLjz071IStmETen1qauecIy4oncEFDIB+ZUa3PzBLutsuLOOEZPf+MNae3i+pAbjXv0dSSmb8OSaw7jrs70Y98rvGPLir5j90W488/1RfLj9HH4/UdRosA+YZziyy+tw+yc8RrTmGDH7I3OwDwApPx1DVmlto8eIkmotLv/vVpwtrkGEvxIr7h2NhDBfux0j5ny0G2/MHoqeEf7Ir9Rg5tJdlzyP+OVYPl7ffBJXvrYNN32wC1/uzkRxtbl549yR8Vhxz2gE+Xjj27RcPD+9v7XrOQBUaY34vwv+lrjSMeLfPxzDpDd34Jnvj1qDfZWXDOsfGY8bh8Vh9X1jMCguCNnldTafP0eeR0jBPgDrMay5Y0RGaQ3u/yoNNTojEkJ98fEf53keYYdjxPcHc1ClNSJI5YWM0lrc+P6f2JRe4NDziNs+Nv/MbkmOR1JMoMufRySlODfWcPQx4rcTRVh93xjEWUqpTCJQXqu36WHhSrHGfze2vDmsWwT8JSUlMBqNiIy0XRooMjISBQWNd0cuKCi45PbSv63Z5+LFixEUFGT9io+Pb9Pr8TRagxE6S8OZcH+lk0dDRJdSbAkok9q5bBOZ+XjLrU3VjuWpnVbvV1VnrhWvtVyEyiyrxZWvbbOeIH5/IBfbThbbnAQG+3rhzjGJeGnGAKy6dzTiQ8yvIzJAaZ2VkdatDvdn1+i2GJYQjBqdEY+tOgjTBX3ZSqu1uL3Bye9HdyQ7JC07KkiF7+4bizHdw6CzXIXIKKmxdqHOq6hDtdb8+Xnom4N4+/czyCithZfc/Ob3iw7AvmcnYvFNgzCmR5h1v8G+3tau51f37QLA3M+nLc0KHanUkp2wan82zhXXINTPGw9O6AHAXMctfdYjAlXoFRHgtHF+uz8bWkPz9eOLfzmB00XViAhQYsYQx5YddEZ/G98VA2ODUF6rx6MrDzb/gHZSKQQ8Mbm3w5+HWkZazeEByzHCMqnu9twipT8vLw+xsbHYtWsXxowZY739qaeewvbt27Fnz56LHuPt7Y3PP/8cc+fOtd72/vvv44UXXkBhYSF27dqFcePGIS8vD9HR9V2qb7nlFgiCgFWrVl20T61WC622fvZFrVYjPj6+06f0ny2uxtX/2w4fLxmOLJwEL8tr9oR03YbvJ1P6XTcVjyn9zb/3BpMJo1/eghqdeez/mTEANw6L9ZhUPGcdI4rUGkx9awdKa8wBk0wA4kN88e380Qjw8WrXe9+abT/cfhaLL5gVAgA/bxkGxgWjd2QA+kQFoFdEALqG+cJfpWjyva+s1WPOR7uRWVaLhBAffPn3UYgMUvEY0YZjRGm1Fte+tRNVWgMevqon7p/QA3KZgBqtEbcu240TBVXo4u+N5X8biaToQIceI3QGE5767jB+PFhfj6pUyKA11F+JkAvAhD4RmD4kBlf26QKFXNaiY4ROb8Qjqw5i47FCBPl44YcHxqJ7F3+nHiPS8yqxZONJbD9lnjn08ZLhnvHdcc/l3eHnrXCZ8wiD0YRJb+xAgVqLt+YMwdQB0U2+91/vzsJ/NhyHQiZg5b2jMSgumOcRrfyctOQYoTea8MiKg/jtuDnj4KnJfXD/hB7W97M9x4garQHbThbhYctSikEqBX5dcAUiAlUufx7h6Sn97hZrtCal3y0WTA8PD4dcLkdhoW0X08LCQkRFRTX6mKioqEtuL/1bWFhoE/AXFhZiyJAhje5TqVRCqbx4BtvXW2F9EwBzIxbvRpInGn4IJA0/XG3dtuGHVqJo8MvQ1m0b6/YqlwkXjS1L6tAf7m8N9pvatjX7bWpbWRPbNjzgtWVbQWh828bez9ZsCzT+ftrjc9LY+2mPz0ljP/f2fk7ssW1T72d7PydNvZ/t/ZwAjnvvW/85kSMpJhD7MsypmB/uOItrkiIvWm7JEceIjt62I48Raw/nWYN9oL7Jz7oj+bh7fPeL9uGoz4m/yva2xmoPmyO9977eCqy+bwzWHs6z9gK4EI8RLdvWN1SBRTcOwKMrD+H9bWcxOD4Yf+Wpse5wHk4XVaNLgBIr7x2NHl38bfbhiGOEt0KGZ6b0xdYTxai0ZIRIwf7Q+GDMGh6PqQOiEOJ36WyOxo4R3l5yvDl7KOaqd+NgVgX+tnwffnhgXKP7csR7X6TWWD+vGr0J//v1JH46ZL6woZAJuHVUAh6+qhe6BNSfw7nSecTckYl447dT+Hp3Fm4YEtvoe3+ioApLNpkv6j1zbT8M7xpq3jfPI+x+jPCSy/Dh/w3HC+vS8UVqJpZsOolCtQYp1/e/KMCWNPbei6KI3PI6HMiqwMGschzIqsCJfLVNw8tqnRGzlqZi9X1jEBGocvHzCFsdGWt09LbuEGsYGtl/U9wipd/b2xvJycnYsqW+HtNkMmHLli02M/4NjRkzxmZ7APj111+t23fr9v/t3XlYVPX+B/D3DIwsKoxcJEVB3FIUDTe2QQFxIU3tiluZay65pi2W1/zZ1Upvam639KpXTdPs4t7NFZfS9JLkUiouuYCKgoow7MvM9/cHMjECOjDAOQzv1/P4FDOH4+ftsJzPfJfTGPXq1TM6RqvVIioqqsRzUvFuPdmhvxF36CeSrURtFq4m/LlO725ylsXcbkZKfV9yRSMne1gVetNXgfxp1JVl19m7mL0rfw1vzScXWm517EvV7D/N0u6/LaV+3g3Qz9sVOr3AW5t+xReHruJaYhqc7Gvg27FFm/2K9P1v9wzNfmG929bH677uz232n8VWZYXVwzqigdoOtx5lYPw3v5o0Rd1cidr8n2Wf/BCD0C9+RNfFRw3Nfp+XXBH5ThDm9vMyavblZnAnN1gpFfjlVhKuJaQWef5RWjYmbT6DXJ1A7zb1MVrjUflFVjNWSgX+3rc1ZvXyBAB8fSoW4zf9ithHfy6HeZo2KxfHrz3A8sPXMGr9L2g37xC6Lv4R70Wcx+aoOMQ81ewDVe8OF1Q1VYkRfgB45513MGLECHTs2BE+Pj5YunQp0tPTMWrUKADA8OHD0aBBA8yfPx8A8PbbbyMoKAiLFy9G7969sXXrVkRHR2P16tUA8t81mTZtGj755BM0b94cjRs3xuzZs+Hq6opXX31VqphVUuyTEf5Gf2HDTyRXe87HG13oF77IKG4kmkxTsN5v4KpTiE3KgK1KiaxcPd75z3nYFbptX0X5T/RtfLD9NwgBDOrYENO7vYgffr9X4sg8SWNK1+b472/3jDZpslUp4WBbuZdhfV9yxaZTsYZdqK2UCjRU25XbLejq1rbB+lGdEP7VSfxyMwl/23EBiwa2NZoFWZ4StVkYsOoUbj/Ovw5JfbKxlW9jJ8x+pRW8qsheJfUcbdHN0wUHLiZgc1QcPu7b2vCcTi/w9tZzuJeShSZ1a2JBeJsK+/ckYwqFAmO7NIGr2g7T/3MOkTEJ+OnqA+To9Pkj/+FtEJuUgbNxyTgT9xjXEtPw9EJpG2sl2jRwRPtGddDOTQ03J3tM2nymwr4HiYpTZRr+wYMH48GDB/i///s/3L9/H97e3ti/f79h0724uDgolX9OWAgICMCWLVvw0Ucf4W9/+xuaN2+OXbt2wcvLy3DMjBkzkJ6ejnHjxiE5ORmBgYHYv38/bG15kVQacU92gXVnw08kWxV9oV+dFTT9e87Ho6fXC5j7fQwOXUrA+E2/YtmQdujdtv7zT1IGm6NiMWtn/sj+UF93zOvnBaVSwTdwZOjYlUTo9MadQHxKVqW/4fb0G1QN1XaGqcTl5cUXauOfQ9tj9IbT2H7mDprUrYlJIc3K7fyF/fvETcM1SGHdW71QZZr9Aq/7NsKBiwnYfuYOPghraZgWvSzyKk788RB2KiuseqMDatuqJK60+undtj5qWCkw/ptfDZtUxyVlYMiaonuIuTnZoZ1bHbR3V6Odex141ncwrMkuUNHfg0RPqxKb9smVVquFo6OjSZslWLLQxcdw/UE6vnnTF4HNnaUuh4hKUDD1NTYpA42c7HmRUUFydXq8+5/z2HM+HkoF8PmAlzCgQ8Ny/Ts2/HwTH39/CQAwMsADc/q04qifjBV87915nAGdgOENN6m+Bwuvea+ov3/T/2INS03++Xo7vNK2/N5c1OkF1h6/gUUHryBX9+dlrNT/rubQ6wWCFh3F7aRMfD6gLQZ1dMPRy4kYteE0AGDZEG/0824gcZXV19rjN/DJDzFFHnd3skPvtq5o55bf4Ju6dKQyvgfJspWmD60Sa/hJvnR6Ybh/M6f0E8lbwejeR709q+QFcVWhslJiyWBvDOnkBr0A3os4j02nbpXb+df8dMPQ7I/v0oTNfhVQ8L3X8Ml966VuSitjj4Zhfo0wWtMYAPDuf84b3bvdHDcfpmPQv05h/r7LyNUJ+Dd1QoMnt8aU+t/VHEqlAq/7NAIAbI6Kw+2kDEz77hwAYLh/Izb7Ent6vxalAnB3sse2twLwQVhL9Ghdr1T7RHCfFKpMHOE3A0f4gbvJmdAsOAKVlQKX571suP0GEVF1J4TA3P9ewvqfbwEAZr7cEuODmpp1zi+P/oGFB64AACaHNMO7PV5ks1+FVLdRPZ1eYNzGaBy+nAjnWjWwc6IGbmXc4FevF/j61C38Y/9lZOXqUcvGGrNf8cSgjm54kJptEf+uD9Oy4T//MHJ1Amo7FZIzc+HtpsZ34/2K3fGbKhdnyZGclKYPZcNvBjb8wMnrD/H6mig0dq6Jo+8FS10OEZGsCCGw6OAVfHn0OgBgamhzTO/WvNRNuhACSyOvYdnhawCAd7q/iKmhzcu9XqLylpadh4GrTiHmnhYtXqiNbRP8S70O/XZSBt6LOI+om0kAgMBmzvjHgLaGkX1LMnZjNA5dyr+ttFIB7JykwUsN1dIWRQbV7U07ki9O6adKE/dkh3533pKPiKgIhUKB93u2xPs9WwAAlh++hs/2xqA077ULIbDwwBVDs/9BWEs2+1Rl1LKxxr9HdIRLbRtcSUjF5C1nkfdk47PnEUJgc1Qsei79CVE3k2BfwwrzXvXCpjd9LLLZT9Rm4bc7yUaPTd1ylrdPlRFOxaeqiA0/mSU2ibfkIyJ6nkkhzTCnTysAwJrjN/HRrgvQ65/f9Ash8OkPMfjqWP4MgY96e2JCsHnLAogqm6vaDv8e0Qm2KiV+vPoAc/976bmfE5+cieHrfsGsnReQkaODT2Mn7H+7C4b5NbLYZSx7zscjQZtt+FgvwHu0E5HZ2PCTWTjCT0RkmlGaxvhHeBsoFPmbcr0Xcf6ZI51CCHy85yLWnrgJAJjbrzVvuUdVVpuGjlg6uB0UCmDjqVhs+PlmsccJIRARfRs9l/yE49cewsZaidmvtMLWsX4Wf/tfw8ZwT/ZDslIq0MjJnrdPJSKzsOEns8QmpQMAPP5SU+JKiIjkb3Andywd7A0rpQI7zt7FlG/PIievaNOv1wv8becFfH0qFgoFML9/Gwz396j8gonKUZhXPXwY1hIAMPe/l3DkcoLR84naLIz5Ohrvb/sNqdl58HZTY+/bnfFmYGMoq8GmwIa7OVjAXQeISD6spS6Aqi4hBGIfcko/EVFp9PNuADuVFSZvOYt9F+4ja1M0Vr7RAbaq/F24dXqBD7b/hm2/3oFSAXw+4CUM6NBQ4qqJyse4Lk1w40E6vou+jSlbzmL18I64FJ8CG5UVFh+8ipTMXNSwUmJa9+YY17kJrK2q19hUQdPPjeGIqLxwl34zVPdd+pPSc9B+3iEAwOV5YYaLVSIier6frj7AuE3RyMrVw7/JX/BZ/zY4ePE+zsQ9xoGLCbBSKvDFoJd4/22yODl5eoxc/wtOXn8EK6UCukL7WXg1cMDigd5oUa+2hBUSEckbd+mnShH7KH86fz0HWzb7RESl1OXFutg42he1bKxx6sYj9Fz6E+bvu5zf7CuAFa+1Y7NPFqmGtRJz+3rB+qlm39FOhX+90YHNPhFROWLDT2UW92SHfkvfRIeIqKL4NHbCitfaQamA0Vp+p5o26NiojoSVEVWsY1cTkffUnSpSMnOx78J9iSoiIrJMbPipzGKf7NDvwYafiKjMrj9Iw9N36HuQls1bcZFF4470RESVgw0/lVlBw9+IO/QTEZUZGx+qjrgjPRFR5WDDT2VWsIbf3Ykj/EREZcXGh6qrgq/9j3p78mueiKiC8LZ8VGaxSbwlHxFReeCtuKi6cnGwxZjOTaQug4jIYrHhpzLJyMnDg9RsAEAjJ07pJyIyFxsfIiIiKm+c0k9lUrBDv6OdCo72KomrISIiIiIioqex4acy4Q79RERERERE8saGn8rEsGEfd+gnIiIiIiKSJTb8VCaGW/Jxh34iIiIiIiJZYsNPZVKwht+dU/qJiIiIiIhkiQ0/lQlH+ImIiIiIiOSNDT+VWq5Oj7vJmQAAD2eu4SciIiIiIpIjNvxUavHJmdDpBWxVSrjUtpG6HCIiIiIiIioGG34qtVtPpvO7O9lDoVBIXA0REREREREVhw0/lVpcwS35nDidn4iIiIiISK7Y8FOpGTbs4w79REREREREssWGn0otNokNPxERERERkdyx4adSizOM8HNKPxERERERkVyx4adSEUIgNil/DX8jJ47wExERERERyRUbfiqVxNRsZOXqYaVUoEEdO6nLISIiIiIiohJUiYY/KSkJQ4cOhYODA9RqNd58802kpaU98/gpU6agRYsWsLOzg7u7O6ZOnYqUlBSj4xQKRZE/W7dureg4VVrBhn2ualuorKrElw8REREREVG1ZC11AaYYOnQo7t27h0OHDiE3NxejRo3CuHHjsGXLlmKPj4+PR3x8PBYtWoRWrVohNjYWb731FuLj47Ft2zajY9evX4+wsDDDx2q1uiKjVHmxjwqm83P9PhERERERkZzJvuGPiYnB/v37cfr0aXTs2BEAsGLFCvTq1QuLFi2Cq6trkc/x8vLC9u3bDR83bdoUn376Kd544w3k5eXB2vrP2Gq1GvXq1av4IBYijjv0ExERERERVQmyn5N96tQpqNVqQ7MPAN26dYNSqURUVJTJ50lJSYGDg4NRsw8AkyZNgrOzM3x8fLBu3ToIIUo8R3Z2NrRardGf6ib2ERt+IiIiIiKiqkD2I/z379+Hi4uL0WPW1tZwcnLC/fv3TTrHw4cPMW/ePIwbN87o8blz56Jr166wt7fHwYMHMXHiRKSlpWHq1KnFnmf+/Pn4+9//XrYgFqJgSr87p/QTERERERHJmmQj/B9++GGxm+YV/nP58mWz/x6tVovevXujVatW+Pjjj42emz17NjQaDdq1a4cPPvgAM2bMwMKFC0s818yZM5GSkmL4c/v2bbPrq2piOaWfiIiIiIioSpBshP/dd9/FyJEjn3lMkyZNUK9ePSQmJho9npeXh6SkpOeuvU9NTUVYWBhq166NnTt3QqVSPfN4X19fzJs3D9nZ2bCxsSnyvI2NTbGPVxcpmblIzsgFALg7seEnIiIiIiKSM8ka/rp166Ju3brPPc7f3x/Jycn49ddf0aFDBwDAkSNHoNfr4evrW+LnabVa9OzZEzY2NtizZw9sbW2f+3edO3cOderUqdZN/bPEPVm/71zLBjVtZL8ahIiIiIiIqFqTfdfm6emJsLAwjB07FqtWrUJubi4mT56MIUOGGHbov3v3LkJDQ7Fx40b4+PhAq9WiR48eyMjIwDfffGO0wV7dunVhZWWF77//HgkJCfDz84OtrS0OHTqEzz77DO+9956UcWUtNil//b4Hp/MTERERERHJnuwbfgDYvHkzJk+ejNDQUCiVSoSHh2P58uWG53Nzc3HlyhVkZOSPQJ85c8awg3+zZs2MznXz5k14eHhApVLhyy+/xPTp0yGEQLNmzfDFF19g7NixlResiinYod+dDT8REREREZHsVYmG38nJCVu2bCnxeQ8PD6Pb6QUHBz/z9noAEBYWhrCwsHKrsToo2KG/EXfoJyIiIiIikj3JdumnypWozcLa4zeQqM0q8zmuJaQBANT2z978kIiIiIiIiKRXJUb4yTynbz7CmI3RSMnMw4ojf2BwJzc42FpDoVBAqVBAqQCUCgUUCjx5DIbHFU8eT8vKw/k7yQCAlceu42WvenBxeP5GiERERERERCQNhXje3HcqkVarhaOjI1JSUuDg4CB1OcVK1GbhlRUnkJiaXW7ntFIo0LCOHSLe8mfTT0REREREVIlK04dyhN/C7TkfX2yz7+2mxosv1IJeAHohgCf/Lfg4/yEBvR648TANV59M5wcAnRCITcrAnvPxGNO5SWXGISIiIiIiIhOx4bdwfV9yxaZTsbiTnAmdXsBKqUBDtR1WD+tg8uh8ojYLA1edKnKOvi+5VnD1REREREREVFbctM/CuTjYIuItfzRU2wEAGqpLPxW/PM5BRERERERElYtr+M1QFdbwF0jUZmHP+Xj0fcm1zI16eZyDiIiIiIiIyq40fSgbfjNUpYafiIiIiIiIqr7S9KGc0k9ERERERERkgdjwExEREREREVkgNvxEREREREREFogNPxEREREREZEFYsNPREREREREZIHY8BMRERERERFZIDb8RERERERERBaIDT8RERERERGRBbKWuoCqTAgBANBqtRJXQkRERERERNVBQf9Z0I8+Cxt+M6SmpgIA3NzcJK6EiIiIiIiIqpPU1FQ4Ojo+8xiFMOVtASqWXq9HfHw8ateuDYVCUeR5rVYLNzc33L59Gw4ODhJUWL6YR94sKY8lZQGYR+4sKY8lZQGYR+4sKY8lZQGYR+4sKY8lZQGqTh4hBFJTU+Hq6gql8tmr9DnCbwalUomGDRs+9zgHBwdZf8GUFvPImyXlsaQsAPPInSXlsaQsAPPInSXlsaQsAPPInSXlsaQsQNXI87yR/QLctI+IiIiIiIjIArHhJyIiIiIiIrJAbPgrkI2NDebMmQMbGxupSykXzCNvlpTHkrIAzCN3lpTHkrIAzCN3lpTHkrIAzCN3lpTHkrIAlpcH4KZ9RERERERERBaJI/xEREREREREFogNPxEREREREZEFYsNPREREREREZIHY8JshJSUFPj4+qFWrFi5cuAAAWLx4MTQaDXr27Il79+4BAMaPH4/g4GAEBwfDzs4Ojx8/xtWrV+Ht7Q1bW1ukpaVJGQOAeVkKLFiwAB07dpSk/qeZk2fnzp2Gx9zd3bFs2TIpowAwPc+JEyfg6+uLgIAAzJw5EwCg0+kwevRodO7cGdOmTZMqghFz8pw/fx4BAQEICgpCnz59kJ6eLlkOwLwsALB161Z07doVwcHBOHXqlCQZCjMnj1arRd++fRESEoL3339fsgyFmZrn6NGj8Pf3R+fOnfHTTz8BANasWQNfX1/4+/tj4cKFkmUozJw8GzZsQPPmzREcHIyhQ4dKlqGAOVkSEhIQEhKC4OBg9OnTB5mZmZLlKPDLL7/A398fXbp0wWuvvYbc3FxEREQgICAAoaGhuHPnDgDg8uXL6NKlCwICAnD48GEAwPHjx9G6dWvUq1dPyghGzMlT4K233sKAAQOkKN+IOVlWrlxpuCZwcXHB7t27pYwCwPQ8y5cvh4eHh9FrkJ6ejv79+yMwMBCff/65VBGMmJNn37590Gg0CAwMxMiRI6HX66WKYWBOHgBYunQpQkNDERwcjJs3b0oRwYg5ee7cuYNu3bohKCgIS5YskSqCgalZxo8fj4CAAPj5+eHQoUMA5HlNYDJBZZaTkyMSExPFiBEjxO+//y7u3bsnQkJChF6vF1FRUWLChAlGx9+8eVOEhIQIIYRIT08XycnJIigoSKSmpkpRvhFzsgghhFarFa+//rro0KFDZZdeLHPzFAgODha3bt2qrLJLZGqePn36iMuXLwshhOjatau4e/eu2LVrl5g1a5YQQogxY8aIkydPSpajgDl5cnJyDOeZM2eO2LRpkyQZCpiT5e7du2LIkCFCr9dLGcGIOXkWLlwo1q5dK4QQYsKECSIqKkqyHAVMzePn5yceP34s0tLSRFBQkBBCiBs3bgi9Xi/0er3QaDQiISFBwiT5zMmzfv16sWLFCgmrN2ZOlsWLF4tVq1YJIYSYO3eu2Lx5s1QxDOLj40VGRoYQQogPP/xQRERECD8/P5GdnS1OnDghxo0bJ4QQ4q9//au4evWqSElJEQEBAUIIIZKTk0V6erpsfocKYV4eIfJ/r/bp00eEh4dLUn9h5mYp0Lp1a5Genl6ptRfH1DwJCQnijz/+MHoNli5dKtasWSOEEKJnz57izp07lR/gKebkyc7ONvz/iBEjxPHjxyu3+GKYkyc6OlpMnz5dkrpLYk6eSZMmicjISCFE/nXD3bt3Kz9AIaZmuX79uhBCiKSkJNGpUychhDyvCUzFEX4zqFQq1K1b1/BxbGwsWrduDYVCgfbt2+P48eNGx0dERGDgwIEAAHt7ezg6OlZqvc9iThYAWLZsGSZPnlxp9T6PuXkA4P79+8jOzkajRo0qpeZnMTVPq1atkJycjLy8POh0Otjb2+PkyZPo0aMHACAsLAw///yzJBkKMyePSqUyfF5mZiZatGhR6fUXZk6W/fv3w8bGBt27d8ewYcNkMdvHnDzXr1+Ht7c3AKB9+/aG0VgpmZonLy8ParUaNWvWRF5eHh4+fIjGjRtDoVBAoVBApVJBqZT+V6Y5eQDgq6++QufOnbF161ZJ6i/MnCyenp5ITk4GADx+/BjOzs5SRDBSv3592NnZAQBq1KiBK1euwNPTEzVq1IBGo8Fvv/0GAIiPj0fz5s3h4OAAJycnPHz4EI6OjrC3t5ey/CLMyQMAn3/+Od59913J6i/M3CwAcPr0abRu3VoWr5OpeVxcXGBlZWX0uYWvCbp37y6LmWXm5KlRowYAQDy56ZiHh0flFV4Cc/Ls3r0bmZmZ6Nq1K6ZMmQKdTlfp9T/NnDyFrwvatm2LkydPVmrtTzM1S5MmTQDk36JPoVAAgCyvCUxVdSqtApo2bYro6GhkZ2cjMjISSUlJRs/v2LED4eHhElVXOqXJkpKSgt9//x3+/v5SlGqSsrw2cn69SsrTv39/hIeHo0WLFggICIBarcbjx4/h4OAAAHB0dCySXQ5KkwcA9u/fj3bt2uHYsWNo1qyZhJUXVZosCQkJePjwIQ4dOgR/f3/885//lLj6okqTp1WrVjhy5AgAIDIy0mjJj1yUlMfGxgZxcXFISEjAhQsXjGrfuXMnmjZtKoum8mmlyfPqq6/iwoUL2Lt3L7744gvDlHm5KE0WHx8ffPvtt/Dy8sLp06cRGhoqcfV/io2NxcGDBxEYGGj42QvAcOFeeMqxXH8mF1aWPDdu3AAAWbxhXpg5r01ERAQGDRpUecWa4Hl5iiPna4Ky5AHylyu1atUKjx49MnoTUWplyZOQkAClUokjR47Azs4OERERlVGqScqSp+C6IC8vD8eOHZPNdYGpWWbOnIkpU6YYPSbna4KSsOEvR87OzpgwYQJ69OiBffv2oWXLlobnbt26BXt7e7i4uEhYoelKk2Xp0qVFvhnkpiyvzbZt22Sx9rA4JeWZPn06fvzxR1y7dg2XLl3CpUuXoFarodVqAeS/OePk5CRl6cUqTR4gf6bC2bNnER4ejn/9619Sll5EaV+bkJAQKBQKhIaG4uLFixJXX1Rp8owZMwYxMTHo1q0batWqJav1yAVKyrNs2TKMGjUKkyZNQps2bQy1nz9/HitWrMDy5culLLtEpcmjVquhVCpRu3ZtBAcHIyYmRuLqjZUmy8KFCzFt2jRcuHAB/fr1w+rVqyWuPp9Wq8WwYcOwYcMG1K1b1/CzF4Bh5KvwqJBcfyYXKGueBQsWyGYfjwLmvjb79u1Dr169Kq/g5zAlT3Hkek1Q1jwAMHLkSMTExMDd3R07d+6s6FJNYs7r07VrVwCQ1XVBWfPMnDkT3333HXr16gU3NzdZXBeYmmXdunXIy8vDG2+8YXhM7tcEJbGWugBLM3z4cAwfPhzHjh0zeudn27ZtRaaMy52pWf744w/DlLBr167h008/xaxZsyq93ucpzWuTkJAgm+n8JSkuj0KhQJ06daBUKg2/1AMCAhAZGYkuXbrgwIEDGDVqlMSVF8/UPNnZ2bCxsQGQPzqRnZ0tZdnFMjWLRqMxbPxy7tw5wxQyuTE1j52dHdatWwcAGDNmDF555RUpyy5RcXk6dOiAw4cP4+HDh5g4cSJq166Nu3fvYvz48dixY4cspvGWxNQ8Wq0WDg4O0Ol0iIqKwsSJEyWuvChTswghDM87Ozvj/v37UpYNIH/pwZAhQzBnzhy0aNECubm5iImJQU5ODqKjo9G2bVsA+VNKr1+/DhcXFyQlJcl2lMicPLdu3cKECROQmZmJK1euYO3atRgzZkyVzAIA0dHRaN26tWEqsNRMzVOcgmuC0aNHIzIyEmvWrKnEyotnTp7C1wQODg6y+FltTh6NRoPTp08jPDxcNtcF5uRxdnbGtm3boNPpMGjQIAQHB1de4cUwNUtkZCS2b99utElnVbkmKJbUmwhUdS+//LKoX7++8PPzE+vXrxeDBw8WISEhYuTIkUYbu/j7+4vExETDx0lJSSI0NFSo1WoRHBws9u7dK0X5RsqapTA5bThkTp6vvvpKLF68uLJLfiZT8hw4cED4+PgIjUYj3nzzTaHX60Vubq4YMWKECAwMFFOmTJE4xZ/KmmfXrl2iS5cuIigoSPTv31+kpaVJnKTsWYQQYubMmSIoKEj06NFDPHjwQMoYBmXNc/bsWREUFCRCQkLEunXrJE7xJ1PyzJ8/XwQHB4tevXoZNusZPXq0aNKkiQgKChJBQUGGTQqlVtY8H3/8sfD19RU+Pj5iyZIlEib4U1mzxMbGGl6X0NDQEn8nVaaNGzcKJycnQ11bt24VW7duFf7+/iIkJETExcUJIYS4ePGiCAwMFP7+/uLgwYNCCCEuXbokQkNDRe3atUVoaKg4c+aMlFGEEOblKXDz5k1ZbNpnbpYZM2aI7du3S1V+Eabm+fbbb4VGoxEuLi4iNDRU6HQ6kZqaKvr16yc0Go2YP3++xEnymZNn5cqVIigoSHTp0kWMGTNG6HQ6idOYlycvL0+MGTPGcI2TlZUlcRrz8uzbt08EBweLkJAQWfQ6pmZp0qSJaN++vQgKChJhYWFCCPleE5hCIcSTXS6IiIiIiIiIyGJwDT8RERERERGRBWLDT0RERERERGSB2PATERERERERWSA2/EREREREREQWiA0/ERERERERkQViw09ERETlKjc3F35+fvjhhx9M/pwjR44gKSmpyOOpqalIS0srz/KIiIiqDTb8REREVK62b9+OW7duQaPRmHS8EAIjR47Enj17AAAXLlzAvHnzAADDhg3Dd999V2G1EhERWTI2/ERERFRu9Ho9PvnkEwghEBgYCC8vLzRt2hSenp7w8vJCy5Yt4e7ujkWLFhk+JzIyEjVq1MCwYcMAADt27MC5c+cAAP3798fevXuliEJERFTlWUtdABEREVmOL7/8EiqVCvfv34dCoQAAeHt7Y9GiRejWrVuxn/Ppp5/i7bffhpWVFXQ6HTZs2IDVq1cDAPr27YuJEyfizp07aNiwYaXlICIisgQc4SciIqJycfv2bcyePRsLFiwwNPvPs3v3bvz444+oX78+AGD9+vVwdnY2vDmgVqsxZcoUzJw5s8LqJiIislRs+ImIiMhsOTk5GDBgADQaDXr27FnsMUII5OXlISsrCwDw+PFjTJ06Fc7OzgCAW7du4f3338fy5cuNPm/WrFk4evQo1/ITERGVkkIIIaQugoiIiKo2IQQOHTqEZs2aoWfPnhBCwNbWFgBw/fp1vPDCC7C3t4dOp4OzszN+/vlnrF69Gv/73/+QlJSE7t27Y8mSJahTpw4uXryIGjVqGJ2/U6dOiIqKwpUrVwyzAYiIiOjZ2PATERFRufLy8sKGDRvQsWNHAM9ew5+bm4uBAwdi8ODBSE1NxahRo3D58mX0798f165dAwC89tpr6NatG0JDQ+Hh4VGZUYiIiKo0btpHREREZsvLy4NOp4NKpYKVldUzj9Xr9cjNzYVKpYJKpQIAqFQqjBs3DgDw6NEjuLq6Go7PyclBzZo12ewTERGVEht+IiIiMtvu3bsxY8YMWFtbQ6VSYeTIkYbnrl+/jrFjx6JmzZoA/lzLv3HjRvj6+hY514kTJ+Dj42P4OCsrC3Z2dhWegYiIyNKw4SciIiKzhYeHIzw8vNjnnndbvsKrCzMyMrBhwwZ8/fXXhse0Wi1q1apVvgUTERFVA2z4iYiIqELpdDrodLoSn8/JyUFOTg5SUlIwePBg+Pj4QKPR4MqVK7h9+zZ+//13oyn+REREZBo2/ERERFShMjMzkZOTU+LzBQ3/2rVroVKpsH79egDAgQMHsHLlSkyYMAGenp6VVS4REZHF4C79REREJBt6vR5KpVLqMoiIiCwCG34iIiIiIiIiC8S30ImIiIiIiIgsEBt+IiIiIiIiIgvEhp+IiIiIiIjIArHhJyIiIiIiIrJAbPiJiIiIiIiILBAbfiIiIiIiIiILxIafiIiIiIiIyAKx4SciIiIiIiKyQGz4iYiIiIiIiCzQ/wPYtuXE2DwloAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_growth_rate(date_by_year[1:], Adj_Close_yearly_value_growth_rate, '沃尔玛每年平均股价增长率', '年份', '增长率')\n",
    "\n",
    "draw_and_show_grbm(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格')\n",
    "re_draw_and_show_grbm(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格', 10, '1972', '1997')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "55a8fe76",
   "metadata": {},
   "outputs": [],
   "source": [
    "def multi_ds(reason, consequence, tittle, xlabel, ylabel, dense, begin, end, ax, ay, index):\n",
    "    start = 0\n",
    "    limit = 0\n",
    "    flag = 1\n",
    "    for date in date_by_month:\n",
    "        if date[:4] == end:\n",
    "            break\n",
    "        elif date[:4] == begin:\n",
    "            flag = 0\n",
    "        elif flag:\n",
    "            start += 1\n",
    "            limit += 1\n",
    "        else:\n",
    "            limit += 1\n",
    "    plt.subplot(ax, ay, index)\n",
    "    plt.plot(reason[start:limit], consequence[start:limit], linestyle='-', marker='D', markersize=2.5)\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(dense))\n",
    "    plt.title('-'.join([begin, end]) + '年' + tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5f2efa01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABmUAAANPCAYAAAArFttBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3RUZfoH8O+kTtokpBdSCB0CAQFjKALKiqgEELCxFhZRFNbC2nAVXcUFFVlEkShKsfBTUZEgioUmQgApiZRQQxqTZNInyWQyycz7+2MyNxky6WVSvp9z5hzvve+9950hu2feee7zPDIhhAARERERERERERERERG1KRtrT4CIiIiIiIiIiIiIiKg7YFCGiIiIiIiIiIiIiIioHTAoQ0RERERERERERERE1A4YlCEiIiIiIiIiIiIiImoHDMoQERERERERERERERG1AwZliIiIiIiIiIiIiIiI2gGDMkRERERERERERERERO2AQRkiIiIiIiIiIiIiIqJ2wKAMERERERERERERERFRO2BQhoiI6pWVlYVRo0bh6NGjrXZNIUS9x3/++WeUlpY269p6vR5arbbR448ePQq9Xt+sezVFeXl5ve9bCIHy8vJGXauwsBAVFRWtNbVa/vWvf+HcuXPS9vHjx/HZZ5+12f2IiIiIiDq7iooK3HDDDdi5c2erXbOhddO+ffuQn5/frGsbDAaUlZU1eA+TkydPNmmd1Vw6na5R66bGzLukpARlZWWtOT0zr7/+Og4fPixtp6am4v3334dOp2uzexJR18CgDBER1WvTpk3QarUYPnx4o8Zv2bIFa9eurbU/PT0dO3bswOLFi9GrVy/88ssvFs+/cOECZsyYgZSUlAbvVVFRAYPBIG2Xl5dj9+7d8PLygre3t/RycHDAunXrap2fmpqKCRMm4NixYxavX1lZaTE4dPPNNyMkJAQRERG1Xr6+vpg/f36tc0JDQ+Hh4SG9nJycYG9vL227u7vDz8+v1nm7du1CeHi42b7//Oc/ePDBB+v8XLZs2QK5XI6wsDAEBARg5MiRAIAFCxagR48eCAsLg7OzM2JjY2ude+nSJaxduxYeHh7SvtWrV+P5559vl0UYEREREVFn9O233yIlJQVjxoxp1Ph9+/Zh6dKlZusZAMjOzsbPP/+Mf//73+jXrx82bNhg8fz8/HzMmDGjzrVMTZWVlWYPoul0Oly4cKHWusnJyQnPP/98rfOLi4txyy234IcffrB4fb1eb3HdNG/ePAQEBFhcN/Xs2RN/+9vfap0zduxYuLu7S+skFxcX2Nramq2lPDw8oFKpzM47d+4cbG1tzfZ98sknuPnmm+v8XA4dOgQ7OzuEhYUhODgY3t7eAIAVK1bAzc0NYWFhUCgUeOGFF2qdW1JSgv/+97+Qy+XSvo8//hjPPPMMCgsL67wnERHAoAwRUaPk5uaiV69eZoGCjRs3IiIiAh4eHrj33nuRm5sLwBjEkMlktV6bNm0CAHz00UcICAiAvb09xo8fj8zMzEbP49KlS/D09DTbJ4TAW2+9hb59+8Lb2xsLFy40+0L8+uuvw8/PD66uroiJiZHm2Zi5lJSUYNWqVSgoKMDw4cMRERGBXr16YfDgwYiIiEC/fv3Qs2dPfPXVV9I5/fr1w9tvv4358+cjJycHgwcPhqurK/r27YtXXnkFQUFB+OijjxAREWHxPT799NN44oknMHjw4AY/j3fffRdhYWFwcXGBl5cXwsLCYGdnh9LSUuTm5kqvYcOGISwsrNbn9uijj8LV1RV33303wsLCLL5MAY2a7O3tsWrVKpw+fbrW6/HHH4dCoah1TlZWFlQqFQoLC1FYWIjly5fj9ttvl7bPnz+PrKysWufJ5XI4OTmZ7fvpp5+waNGiOj8XR0dHjBw5EikpKdi2bZu0UNBqtXjxxReRkpKCm266yWwBYbJ+/Xrce++98Pf3BwCcOXMGv/zyC2JiYvDMM8/UeU8iIiIioqasmwDjj9jBwcFwdnbGhAkTkJycLB3bvn07wsPDYWdnh2HDhiEpKalF82hoLs2dJ2DMOlm2bBmEEBg7diwiIiLQu3dvDBw4EBERERgwYABCQkKwcuVK6ZyePXsiLi4Od9xxB0pLS3HDDTfA3d0doaGhWLhwIdzc3LB69WrcdNNNFt/jyy+/jMmTJ+OWW25p8PP49ttvERYWBnd3d+keR44cgUajQV5enrRumjp1aq11E2DMpNfr9XjmmWcsrpl69eqF8PDwWoEZe3t7/Otf/7K4blq2bJnFddPRo0eRk5MjrZO++OILDBkyRNpOTU1FZmZmrQfa5HJ5rfXNjz/+2OC6yd/fHykpKfjzzz/N1k0PPPAAUlJS8MADD1hcN3322We44YYbMGzYMACASqVCbGwsFi1ahPnz59cKthERmRFERFSvnJwcERUVJQCIK1euCCGE+PXXX4Wrq6v45ZdfRGpqqrjtttvE2LFjhRBClJeXi4KCAumVnp4uvL29xaVLl8SBAweEr6+v+PXXX0V6eroYN26cuO+++xo1j8uXL4u+ffuKa/+ve/369SIwMFAcOXJEnDt3TowcOVL8/e9/F0IIsX//fjF48GBx7tw5cfHiRXHbbbeJ+++/XwghGjWXxYsXi2nTppntc3d3FxcvXqx3rhkZGeLHH38UQgiRlJQkiouLxSuvvCKef/75es/bsGGDACBsbW3rfR04cMDsvLvvvlts3LhR2k5MTBRbt26VtoOCgsRff/1lds7LL78shgwZIkpKSuqdkyUxMTFm16+prvf5/fffiwkTJgiDwSCEEOJ///uf2Wd7//33i3vvvdfsHL1eL/bu3SsGDx4sbf/555/C2dlZ9O7dW3oFBgaKPn36SOd99913Ijo6WhQXF4s9e/aI8ePHCyGEGDFihPj++++FEELcfvvtYvXq1Wb3y8/PFz169BBxcXFCCCHKysrEqFGjxNatW0VFRYUYN26ceOGFF6T3QERERERk0tR106VLl0RwcLA4fvy4SE1NFf/4xz/EuHHjpGM9evQQX331lcjKyhKzZ88Wo0ePbvY8GppLc+dpsmbNGjFs2DCz78mRkZHi119/rXeuRUVF4quvvhJCCHHx4kVRUFAgNm7cKO6+++56z9u9e7ewsbERNjY29a6bPvvsM7Pznn/+efHKK69I26mpqeLjjz+WtseMGSOtBUw++eQTERgYKJRKZb1zsuSJJ54Qb7/9tsVjdb3Po0ePiiFDhgiNRiOEEGLbtm0iMjJSOv7yyy+L6Ohos3MqKyvFlStXhIuLi7SdmZkpnJyczNZNISEhws7OTjrvxIkTIjAwUBQXF4vLly+L0NBQIYQQM2fOlNZKCxcuFE899ZTZ/XQ6nejbt69Ys2aNEMK4TouJiZHe67333ivuv/9+UV5e3tiPioi6GQZliIgacPPNN4t3333X7Ev9/fffLxYtWiSNOXPmjAAg8vLyap3/xhtviPnz5wshjEGHbdu2Scc2bNggBg4c2Kh5DBo0SLz99tu1gjLjxo0TK1eulLZ37twp3NzchBBCvP322+LZZ5+Vjn3++efSF9iG5nL8+HHh6Ogozpw5Y3a/+oIyBoNB/P777xaPNRSUiY+PFx4eHmYLl7y8PLMvsuvWrTP7Qm5ybVBmzZo1UmDKYDAIOzs7kZubKx1/5513RHBwsEhJSREuLi4iNDRUBAQEiNDQUOnl5+cnpk+fbnGu06ZNE8HBwWLw4MG1Xj4+Phbfp0qlEl5eXuLdd98VQpgHZa5cuSLs7e3Fvn37pPGZmZkCgLCxsREAhEwmE//+97/FfffdJ1asWGF27Z9++kkMGTJE2v7mm2+Es7OzGDx4sAgPDxfjx48Xr7zyiujfv7/0eb7yyivC3t5eeHh4CLVaLYQQ4qmnnhIAxE8//SRKSkrErbfeKh599FHpuvn5+WLEiBFi0qRJ4uzZsxY/GyIiIiLqnpq6btq6dauYPXu2dOyPP/4QAQEBQgghduzYIT788EPp2J49e4STk1Oz59HQXJo7TyGESEtLE+7u7mLXrl1m82goKPP7779bfNipoaDMhQsXREBAgNn6p6CgQJSVlUnbP/30k/D19RVardbs3GuDMnFxcVLwSQghwsPDxbFjx6Ttr776Snh5eYkTJ06I/v37i9DQUBEUFCRCQkKkdVNQUJAYPny4xbk++eSTwt/f3+K6KSgoyOL7LCsrE/369RNPP/20EMI8KFNUVCQ8PT3Fpk2bzM6Ry+XSusnGxkbMmTNHvPjii2LBggVm45KSkqS1shBCHDt2TNjZ2YnBgwdL72/Dhg3Cx8dHWj9+/PHHwsHBQbi4uIjz588LIYRYvXq1ACDWrVsnKioqxNy5c8WUKVOEXq8XQgih1WrFlClTxIgRI0R8fLzFz4aIujeWLyMiasD69evxxBNPmO3Lzc1FSEiItG2qXXttDVutVot3330XL774IgBg7ty5mD59unT8/Pnz6Nu3b6Pm8cMPP2DWrFm19luai2kegwcPxrZt25CcnAyVSoVPPvlEqttb31wKCgowa9YszJs3D4MGDbI4HyEEKisrzZrTJycn484778Sdd96JrKwsFBQUQKPRQKvVSnWMtVotysrKUFBQIPUoKS4uxuzZs7Fq1SpMmjRJul6/fv3w22+/Sdv79u3DU089JW1nZWVh27ZtUCqVSEhIwPfffw8AyMnJkcqj5efnw9bWFl5eXtJ5d999N/bs2QNvb28pXf2hhx7CjTfeiPPnzyMlJQXvv/8+evToUee/R33lyyzx8fHBihUr8NJLL9UqE/fkk0/i9ttvx/jx46V9fn5+KCsrw+7duzF48GBUVFRg6tSp+PnnnzFy5EjMmzdPam6p0+nMSpwZDAYMHz4cp0+fxhdffAEAmDp1KjZv3gy1Wo3c3FwsWrQISqUSOTk5cHNzw2+//YYNGzZg1KhR0Ol0iI6ORt++fXHPPfdIZQhyc3Px5ptvwt/fX/qbJiIiIiICmr5uGjRoEPbs2YOEhAQUFRXhgw8+kNYqd9xxBx555BHpvKasmyzNo6G5NHeeOp0Os2bNwpgxYzB58mSL8zGtm2r2ZywsLMSDDz6ICRMm4OLFiygqKkJpaSm0Wq3UN9O0biosLJS+j+v1etx111149NFH8dBDD0nXmzRpklnvmT179mDhwoVwdHQEYFxvfffdd7h06RIuXLiAb7/9FjqdzmzdBBhLcAUGBkrbt9xyC3777TcMHz4cRUVFSElJwdKlSzFgwACcPHkSKSkp+P777836UV6rvvJllsjlcqxduxZr1qzBX3/9ZXbspZdeQlhYGO6//36z/fn5+bh06RJcXFxQUVGB119/HevWrcOsWbMwa9Ys6bO3tG7y8/PD6dOnsW/fPgDATTfdhE8//RRCCOTm5mLatGm4evUq8vLy0K9fP5w+fRovv/wybrzxRgDGv9WioiK88MILKCgoAGD8W3vqqacwfvx4PPXUU6isrKzz8yGi7olBGSKiBvTq1avWvuuuuw4//PCDVCd206ZNGDVqFNzd3c3GbdmyBVFRURbr8ubn5+PDDz/EggULpGte27zQw8MDcXFxdc7DdN727dul7U2bNkmLhClTpqB3797o3bs3/Pz8UFJSYrFJ4bVzcXNzw5tvvok33ngD9vb2Ui3kiIgIFBcXY8qUKRg8eDAGDx6MBx54QLpO7969cfLkSTg4OMDOzg4RERFS08g333wTK1euhLe3N3x8fBAQECD1onFzc8PJkycxd+5cs6aIjo6OZl+av/zyS7PFR05ODnbs2AGlUonExET8/PPPAIDU1FRp0aZSqaT+KCZBQUHo06cPcnJypB49L7/8MnJzc7Fx40YAxoVLXUGZiooKi/sb8uCDD6Jv375mTSmTk5Oxf/9+/O9//zMbK5PJzGoX29rawtnZGR9++CHGjBmDM2fO4M033wRgeXFxreTkZIwePRqTJk3CrbfeijFjxsDPzw/5+fkAgCtXruD1119HYGAgHBwc8Omnn2LNmjW45557pF43u3btwoYNG/DZZ5/hm2++adZnQERERERdU1PXTYMGDcKsWbMwfPhweHh4ID4+3qzniolOp8M777wjrVWmT59ucd30/vvv1zmPhubS3Hna29vj9ddfx3vvvYe+ffuiT58+0rrp/PnzePjhh6V1U82G8x4eHjhx4gRCQkIgk8kwZcoUad20aNEibN26FV5eXtK6yXQ/W1tb/Prrr3jllVdQVFQkXe/addNbb72FpUuXStslJSXYsWOHFJTZuXMndDqd2bqprKwMGo0Gvr6+ZvMcNmyY2fpi3rx5CA4OltYibbFumjRpEiZMmIDs7GxpX3FxMb744gusXbsWNjbmP2c6OTlBJpMBAGxsbGBjY4NVq1Zh4sSJ0Ov10oN9jVk3Xb16FdOnT8e4ceNw66234qabboKPjw9OnToFwLjWfPzxxzF8+HAAwNtvv42vv/4azz33HBISEgAAJ06cwH/+8x+88847OHjwIOzs7Jr1ORBRF2bdRB0ios4DNdLfCwoKxNixY0VkZKS44YYbBADx6aef1jpn1KhRYufOnRavd88994jbbrtN2s7IyBBXrlyp9SotLZXGXLlypVb5stTUVDFo0CAxevRoMWTIEAFAKiG2detWMXDgQHH27FmhUqnEQw89JO68884G51KTi4uLyMnJkbYb01PGkptvvlkAqNXbpabS0lLRt29f8fnnnwshjL1g9u7dK9LS0sT1118vsrKyLJ53bfmy22+/XXh5eZm95HK5WLp0qRDCWBLA399fBAQECLlcLkJDQ0VwcLDo2bOnlIrv6ekpFAqF8PLyEhs2bDC735gxY5rUU0ar1UqlCXQ6nRDCvHyZ6fPV6/VCq9VKae9CCLOeMjUlJyeLAwcOiO3bt4svvvhC3HrrrdKxDRs2CDs7O+Hl5SXc3d2lnjJTpkwRP//8sxDCWNpuypQpta47bdo08dNPP0nbPXr0kOo5r1u3Tjz44IMW3zcRERERkRCNXzcdOXJEBAYGisOHD4vCwkLx4osvipEjR9Yq6fXCCy+IyMhI6Xt0VlaWxXVTUVFRnfNoaC6tMc/BgweLP//8U9puTE8ZS+bNmycA1OrtUpNerxdjx44Vb7zxhhDCuD7ZuHGjKC4uFlFRUXWWGr62fNljjz1Wa93k7OwsHnjgASGEsXeNr6+vCA4OFnZ2dtK6KSQkRAQFBYnQ0FDh6+srXFxchI+Pj3j11VfN7jdnzpwm9ZSpuRYy/XvXLF9mWjcZDAah1WpFZWWldG7NnjI15efni927d4v/+7//EwcPHhQDBgyQju3Zs0fY2NgILy8v4enpKfWUeeyxx6TyeVu3bhWDBg2qdd0nn3xSrFu3TtoePny49Ln/9NNP0hqMiMgShmqJiJrBw8MDBw4cwKVLl7By5UoUFhbivvvuMxtz6dIlXLp0ScpaqWnz5s3Yu3cvEhMTpX1BQUHNmktISAhOnz6Nc+fO4bnnnoO/vz/GjRsHAPjiiy/w2GOPYeDAgQCA1atXw8PDA4WFhVKKuaW5VFRUQAgBOzu7WiXZrmUwGKDT6eDo6Cg9nbRnzx6kp6fjwQcfBGBMsz9y5AhiYmKwdetWDBkyxOK1nn32WTg4OGDatGlm+3v27InQ0FDMmDEDe/fuldLw65rPDz/8YLZPp9Ph8ccfh5+fHwDgoYcewkMPPYRff/0VGzduxJYtW/DAAw9g0qRJUubP8uXL4ejoiMWLF9e6R15eHhYtWoRnnnmm1rHCwkLpKT4AKC8vh7u7u9nnY9pfWVlpluqv1+tRUVGB/fv3Iyoqqta1S0pK4OrqCsD49zV//nw89dRT8PDwMHviKy8vD/fccw8+++wzHD58WMqOWrBgAVasWIFx48bhww8/xIcffljn51hTzWsTERERETVWfeum//u//8M999wjfe9dtmwZ1q1bh8TERAwbNgyAcV2xdu1aHD58GPb29gAgfadvzbk0d54RERHQ6/Wwt7dv1LqpoqIC9vb2UqZHUlIStm/fblbN4NChQ9K6aerUqRav9c477+DSpUuYO3eu2X5XV1eMHTsWMTExOHLkiFQVwBIhBNauXYsPPvhA2ldRUYE333wTarUagLGUV3Z2Ni5evIgHH3wQhw4dwksvvQS5XI6XXnpJ+nzi4+OxZs2aWvfIy8vDihUrpCymmkpKSsxKVwPG8tUFBQVmmTAVFRXQarVm6ybTGvTTTz/FXXfdZfHapnVTcnIyFi1ahNtuuw3+/v611k2jR4/GgQMHkJWVhRtuuAEA8Mgjj2DOnDm4//778d577+Ff//pXnZ+jiVqtNssyIiKqD4MyREQtEBgYiO+++w4fffRRrS/hX3/9Ne644w5p8WBy7Ngx/POf/0RcXFyzFxTXkslkUCgU+O2333Do0CFpv8FgMCuVZSpDpdfr653LBx98gPfeew92dnYIDg7GhAkTpGPFxcW47bbb4ODgIN2jsrISe/fulQJL77//vpTODQDffvst/P398fzzz+POO+/ECy+8AGdnZ7P3sGXLFvzf//0fjhw5In2Brvn+Nm7ciOuvvx6PPPIINm/ebPYeNRoNvvnmG6xfvx4jR47Ehg0bpMBNZWUl7O3tMXHixFpp9YWFhdK+efPmYcqUKRBC4MEHH0RZWZnF2shqtRoXL17EhQsXEB4eXuv4q6++alYv2tHR0WzbZPXq1di3b5/UB8cSrVaLU6dOISMjAwMGDMAjjzyCu+66C88++ywSExPx3Xff4brrrsNHH31kVurswoULFmtux8TEYM2aNRg9ejQGDRqEm266qc57A8YFTEBAQL1jiIiIiIgaYmndZDAYkJubK40pLi6GRqOR1ipXrlzBvffei7Vr19bZ57K15tLceW7fvh3PPfcc7OzsYG9vb1Zq+fLly5g/fz5cXFwAVPeW+fTTT6UAz/r1683KkB09ehRpaWmIi4vDsGHDsGLFCrMeL4Cxz+brr7+On376yeJ39TfffBMnT57E7Nmz8fPPP5uVziopKUF8fDwOHjyIIUOG4MMPP5SCFHq9HhqNBg8++GCtEnA1101z5szBmDFjIITAyy+/jLKyMosPcRkMBpw4cQJff/21xXXHpk2bsGvXLrN9qamptcZ9//33ePXVV6XSYJZUVFTg5MmTKC8vx4gRIzBmzBi8+uqrWLp0KXbs2IGPP/4Yf/vb3/DLL780at00bNgwREdHY/To0ZDJZNLDhnXRarXIz8+vNwhGRFQTgzJERC3w3nvvYcCAAZg+fXqtY7t27TL7Ug4Y+5tMnToVzz33HEaOHImSkhIAqBWEaI5ly5Zh9uzZZsGQcePG4e2330ZQUBCcnJywevVqjB49Gl5eXvXO5cknn8STTz5p8T4eHh748ccf0adPH4vHk5OT8eOPP2LdunUAjEGR1157Df/85z8xevRoDBkyBEuWLMG7774rnbN9+3Y88sgj2LZtW50NPF1cXLB161aMHDkSERERePbZZ/H888/jk08+gUKhwMyZMzFjxgxER0ebXdtk4sSJ8Pb2NtunUqmkxcX48ePx6aefol+/fgCMNZVNAZWaX9y3bNmCXr16WQzItKY//vgDEyZMwIABA/Dss89i1qxZ6N+/P/773//C3t4ex44dkwJb5eXlZgsh0xOFQHUADjAujEJCQrB7926MGjXK7AkySz766CNMnDixjd4hEREREXUXltZN48aNw4MPPojrrrsOfn5++Pjjj+Hv74+hQ4eirKwMd9xxB6ZNm4YZM2ZIaxUXFxez7PPWmktz5zlixAjMnDnT4n2GDRuGlStX1soGMVGr1diwYQP27Nkj7Vu6dCkeeeQR9OnTB/feey8WLlyI7777TnrPhw8fxrRp07BmzRqMGTPG4nVtbW2xZcsWREZG4sknn8TatWuxevVqvP322zAYDLjzzjsxY8YMTJgwAatWrap1/ty5c+tdNw0cOBBxcXHQaDQAjOsmuVxeKzjzyy+/QKvVStknbSU1NRX9+vVDUFAQnn32WWlNvGXLFly8eBEnTpyAl5cXgNrrpt27d0uZNjXXTYCxWsMnn3yCqVOnIj8/Hz4+PnXOYdOmTVIAh4ioUaxaPI2IqBPBNTWJ8/Pzhaenpzh69GitsRqNRjg4OIikpCSz/atXrxYAar0ay1JPGSGEuHjxolAoFCI9Pd1sv1arFU888YQIDAwUDg4OYvz48SI5OblFc3F1dRXnzp2r8/h9990npk6dKm0/9thjYtCgQaKsrEwIIcS5c+eEh4eHeOaZZ0RFRYUQQojMzEzxzTffmF2npKREuLm5iePHj5vt37Jlizh27JgQQojff/9dHDp0qM65aDQacfz4cbF9+3bh6uoqUlJSzI6vWrVKhIaGWnw5OzsLLy8vcfvtt0vjCwsLRWBgoFizZk2te2VkZIiEhAQxffp0qXdNfVauXCnuuOOOOo/r9XoRHx9fa3/N2tV//vmn2Llzp5g4caJ45plnhBBC7NixQygUCqHVasXnn38uJk+eLKZNmyb++OMPMXHiRDF69Ghx5swZcdNNNwlPT0/x6KOPCrVaLV1z8uTJ4scffxTfffedcHd3F5cvX5aOrV27VqovTURERERkSWPXTQaDQbz22msiJCRE2Nvbi+HDh4sTJ04IIYT4/vvvLa5Val63qfOoby7NnWd9IiIixK5du+o8/uKLL4ohQ4ZI2ytWrBD+/v4iOztbCCGESqUSoaGh4t5775V6PBYXF4tNmzaZXaeiokL069dPfPvtt2b7f/nlF+n+J0+eFL/++qtZ78qaKisrxfHjx8Uvv/wigoKCxL59+8yOf/3113WumxQKhfDw8BBDhw6Vxut0OjFs2DCxePHiWvdSqVQiISFBPP74441aW3zzzTciIiKi3jEHDx6s1eNHCCG939OnT4sff/xR3HXXXWLWrFlCCCESEhKEvb29yMjIEDt37hR33XWXiIyMFImJiWLWrFliwIAB4q+//hJ33323cHFxEXPmzBEZGRnStR999FHxwQcfiEOHDgmFQmG2Lt25c6e48cYbG3xvRNR9MShDRERNYmtrK/766y+Lx65evSr8/f3Fd999JzIyMsTtt98ufH19xfnz583G7d27VygUCjFu3DipgWNNzzzzjLCzsxPXXXed0Gq1zZ5reXm5CA0NFQMHDhSvvfZao85RKpXiq6++Er169aq12Hr55ZfFDTfcIAWTatqxY4ewsbERvXv3NmvwWZfXX39dTJo0qXFvpA7Lli0TPj4+YvLkyeLixYtCCGPQa/PmzUIIYwBr0aJF4tixY+L6668XL774oigvLxdCGBeXW7ZsEU8//bTZNSdOnCi++eYbceONN4pt27aZHVu1alWtZpxERERERFRb7969RVxcnMVjpaWlYsCAAWLVqlWisLBQPPTQQ8LFxUX88ccfZuNOnz4tAgICRP/+/UVhYWGt66xZs0bY29uL0NBQoVKpWjTf66+/XvTp00f885//FJWVlQ2OLywsFN98840YNWqU+O6778yOffzxx6J3796iqKio1nmnTp0SAERwcLDYsWNHg/f57LPPRJ8+fRr/Riz4/PPPRY8ePcSNN94oDh8+LIQQIj09Xaxbt04IIcRvv/0mHn74YXHo0CExZcoUMX/+fLO5//TTT+Khhx4yC/zMnTtXrF69Wtx1113ivffeM7vfd999J6Kiolo0ZyLq2mRCCNG+uTlERNSVlZSUQC6Xw8bGBqtWrcKsWbMQFhZWa9zly5dRWlqKoUOH1jqWnp4OlUqF6667rt1TwAsLCzF9+nTExMRg8eLFtY5fW87MxGAwwGAwmNVs7kgMBoNZw8yGCCGYfk9ERERE1EZ0Oh0qKirg4uIi9casWYraRKVS4cKFCxg7dmytY3l5eTh//jyuv/76dl+H6PV63HHHHRgxYgT+85//1OrPU9e6CTC+d1OP0o6G6yYiag8MyhAREREREREREREREbWDxod+iYiIiIiIiIiIiIiIqNkYlCEiIiIiIiIiIiIiImoHDMoQERERERERERERERG1AwZliIiIiIiIiIiIiIiI2oGdtSfQGRkMBiiVSri5uUEmk1l7OkREREREbUoIgeLiYgQGBsLGhs91UcO4ZiIiIiKi7qax6yYGZZpBqVQiODjY2tMgIiIiImpX6enp6Nmzp7WnQZ0A10xERERE1F01tG5iUKYZ3NzcABg/XIVCYeXZEBERERG1LbVajeDgYOl7MFFDuGYiIiIiou6msesmBmWawZR+r1AouMAgIiIiom6DZaiosbhmIiIiIqLuqqF1EwtCExERERERERERERERtQMGZYiIiIiIiIiIiIiIiNoBgzJERERERERERERERETtgEEZIiIiIiIiIiIiIiKidsCgDBERERERERERERERUTtgUIaIiIiIiIiIiIiIiKgdMChDRERERERERERERETUDhiUISIiIiIiIiIiIiIiagcMyhAREREREREREREREbUDBmWIiIiIiIiIiIiIiIjaAYMyRERERETtTKXW4uMDyVCptdaeChERERFRq+B3XKLGYVCGiIiIiKgdqdRazIqNx7KdSZgdG2+2aOVCloiIiIg6o/q+4xKROQZliIiIiIjaiUqtxezYeKTlawAAqfka3LxqP77+Mx2XskswmwtZIiIiIupkVGotpr7/h/QdN6OwjN9nierBoAwRERERUTuJS1QitWqxalKsrcRz3/6FSf/bLx3jQpaIiIiIOou4RCWy1eXStt4gkJqvQVyi0oqzIuq4rBqUWbt2LcLCwiCXyxEVFYWjR4/WOfbMmTOYOXMmwsLCIJPJsHr16lpjTMeufS1cuFAaM2HChFrHFyxY0BZvj4iIiIjIzB1DAmBvK5O2bWSAq6MdejjZmY3jQpaIiIiIOotbI/whq7FtayNDqKczYiIDrTYnoo7MakGZr776CosXL8Yrr7yCEydOIDIyEpMnT4ZKpbI4XqPRIDw8HCtWrIC/v7/FMX/++ScyMzOl16+//goAmD17ttm4+fPnm4176623WvfNERERERFZcCQlHxV6IS1ag3s4Y8+/xuPnp8ejZw8nab8M4EKWiIiIiDqFlFwNRI3tnh5O2LogGr4KudXmRNSR2TU8pG2sWrUK8+fPx9y5cwEAsbGx2LlzJzZs2IAXXnih1vhRo0Zh1KhRAGDxOAD4+PiYba9YsQK9e/fG+PHjzfY7OzvXGdghIiIiImoLukoD3vnlAgDg0fHh8HZ1RExkoLRY/e6x0Zi29iAyi7QQAD55cBQXskRERETU4f2WlC39t0Jux4AMUQOskimj0+lw/PhxTJo0qXoiNjaYNGkS4uPjW+0en3/+Of7xj39AJpOZHfviiy/g7e2NiIgILFmyBBqNpo6rGJWXl0OtVpu9iIiIiIia4qtj6UjL18Db1RH/vKkvHh4XbrZY9VXI8f3jo+Hr5ggAOJqSb62pEhERERE1ihACu89VB2X0BsGADFEDrBKUyc3NhV6vh5+fn9l+Pz8/ZGVltco9vv/+exQWFuKhhx4y23/ffffh888/x969e7FkyRJ89tln+Pvf/17vtZYvXw53d3fpFRwc3CpzJCIiIqLuQaOrxJrdFwEAT9zcBy6OlhPW/dydMG9sLwDAdycy2m1+RERERETNcVFVgvT8MthUPRNfqtOjQm+w7qSIOjir9ZRpa5988gmmTJmCwEDzOtyPPPIIJk+ejCFDhmDOnDn49NNPsW3bNly+fLnOay1ZsgRFRUXSKz09va2nT0RERERdyKZDKcgpLkewpxPuGRVS79hpw4IgkwHHUguQlld/RjcRERERkTWZSpeN6eMt7Ssqq7DWdIg6BasEZby9vWFra4vs7Gyz/dnZ2a3S6yU1NRW//fYbHn744QbHRkVFAQAuXbpU5xhHR0coFAqzFxERERFRYxRpKhC7z/gA0OK/9YODXf1fwf3d5RhbtajddvJqm8+PiIiIiKguKrUWHx9IhkqttXh8d5IKAHDLYH+4yY3Z4IUaBmWI6mOVoIyDgwNGjBiB3bt3S/sMBgN2796N6OjoFl9/48aN8PX1xe23397g2ISEBABAQEBAi+9LRERERFSTSq3Fgs+PQ62txAB/N8REBjXqvBnDjeO+O5kBIURbTpGIiIiIyCKVWovZsfFYtjMJs2PjawVm8krKcSKtAABw8wBfeDjbA2CmDFFDrFa+bPHixVi/fj02b96MpKQkPPbYYygtLcXcuXMBAA888ACWLFkijdfpdEhISEBCQgJ0Oh2uXr2KhISEWhkuBoMBGzduxIMPPgg7O/Na3ZcvX8brr7+O48ePIyUlBXFxcXjggQdw4403YujQoW3/pomIiIio21Cptbjzg0OIT84DAMwf1wu2pmLbDZg82B9O9rZIzdPgRFphG86SiIiIiKg2lVqLWbHxSMs3ltPNKCyrFZjZnqCEEEBfX1cEejjBw8kBAFBUprPKnIk6C6sFZe6++26sXLkSS5cuxbBhw5CQkIBdu3bBz88PAJCWlobMzExpvFKpxPDhwzF8+HBkZmZi5cqVGD58eK0SZb/99hvS0tLwj3/8o9Y9HRwc8Ntvv+GWW27BgAED8K9//QszZ87Ejh072vbNEhEREVG3Ynqq8GphmbRvze5LdZZ9uJaLox2mRBjL+m47mdEmcyQiIiIiqktcohJp+RqYcrb1BoHUfA3iEpUAjN93V/5y3vjfxVqo1Fq4OzFThqgxZIL1EJpMrVbD3d0dRUVF7C9DRERERLV8fCAZy3Ym1dr/0u0D8fC48EZd48DFHNz/yVF4ONvjyIs3w9HOtrWn2Wj8/ktNxb8ZIiKizk2l1mL823tRVmEAANjIgOAezti6wNh6YlbsIaTll5kd6+Pnit1JKrwydRDmjulltbkTWUtjvwNbLVOGiIiIiKiriokMRIC7XNq2tZEh1NMZMZGBjb7G6N7e8FM4olBTgb3nctpimkREREREFtnayKCrNEjbro522LogGr4KeVUWTXVGuEEAqfka5Jcay5YxU4aofgzKEBERERG1Ml+FHPffECJt9/RwkhaxjWVrI8O0YUEAWMKMWtfvv/+OqVOnIjAwEDKZDN9//73ZcSEEli5dioCAADg5OWHSpEm4ePGidSZLREREVrHzVCb0wpgFAwBBPZyk77IxkYFwc6zu5W16AGlokDsAoFDDoAxRfRiUISIiIiJqA+eySgAAN/b1bnJAxuTO64xBmT3nVCjUsGEqtY7S0lJERkZi7dq1Fo+/9dZbWLNmDWJjY3HkyBG4uLhg8uTJ0Gob1xOJiIiIOr9tJ68CAOZXld49l1UsfR/1cXOES42gjOkBpEAPJwCAmpkyRPViUIaIiIiIqJUJIfBnSj4AYMH43s0KyADAAH8FBgYoUKEXeOG7U1Cp+aM4tdyUKVOwbNkyzJgxo9YxIQRWr16Nl156CdOmTcPQoUPx6aefQqlU1sqoISIioq7pSm4pTqYVwkYGzBvXC319XSEEEH85DwBwPrsYWWotHGxleH5yf+kBJA9newBAIYMyRPViUIaIiIiIqJVlFJQhs0gLOxsZhof0aNG1/jbQFwCw63QWZsfGMzBDberKlSvIysrCpEmTpH3u7u6IiopCfHx8neeVl5dDrVabvYiIiKhz+r4qS2ZcXx/4uskxpo83AOCPS7kAgN1JKgDA2L4+eGxiH+kBJHcnY1CGPWWI6segDBERERFRKzNlyUQEucPJwbbZ11GptfjuxFVpO6NAw8AMtamsrCwAgJ+fn9l+Pz8/6Zgly5cvh7u7u/QKDg5u03kSERFR28guKsOn8SkAgBnDjaV0x1YFZQ5WBWV+S8oGANxc9fCQibuTAwCw7C5RAxiUISIiIiJqZaagzPW9PFt0nbhEJTIKy6RtvQBS8zWIS1S26LpErW3JkiUoKiqSXunp6daeEhERETWRSq3FtLWHUKCpgAzA8BAPAEBUuCdsbWRIydMgMb0QCemFAICbB5g/xFGdKVPZjrMm6nwYlCEiIiIiamVHrxiDMqPCWhaUiYkMRKinM2xlMgCArY0MoZ7OiIkMbPEciSzx9/cHAGRnZ5vtz87Olo5Z4ujoCIVCYfYiIiKizkOl1mJ2bDyya2RkP/DJUajUWrjJ7TEs2AMAsGznWQgBRAQp4O9u3jfR1FOmqEwHIUS7zZ2os2FQhoiIiIioFeWVlONyTikAYGRoy/rJ+Crk2LogGj17OAEAeno4SY1UidpCr1694O/vj927d0v71Go1jhw5gujoaCvOjIiIiNpSXKISqfkamEIpAuYZ2qa+Mn+mFAConSUDVGfKVOgFNDp9m8+ZqLNiUIaIiIiIqBUdSzUuVPv6uqKHi0OLr2cKzLx0+0AGZKhVlJSUICEhAQkJCQCAK1euICEhAWlpaZDJZHjqqaewbNkyxMXF4dSpU3jggQcQGBiI6dOnW3XeRERE1HZiIgMRUCPz5doMbVNfGZNJA2sHZZwdbGFva8zwLiqraMPZEnVudtaeABERERFRV/KnqXRZC/vJ1OSrkOPhceGtdj3q3o4dO4aJEydK24sXLwYAPPjgg9i0aROee+45lJaW4pFHHkFhYSHGjh2LXbt2QS5nQJCIiKir8lXIMX14ENbtuwygdoZ2oIccMhgzaGxlgK9b7YePZDIZ3J3skVuiQ6GmAoEeTu34Dog6DwZliIiIiIha0Z8pxqDM9S3sJ0PUViZMmFBvnXeZTIbXXnsNr732WjvOioiIiKzN9HDRlAh//CdmsBSQUam1mLP+iFTazCCAuz48bDGL2xSUYaYMUd1YvoyIiIiIqJWUllfitFINoHUzZYiIiIiI2lKhRocTacYyvP++faBZsMXUb8bk2n4zNXk4GzNoisp0bTthok6MQRkiIiIiolZyMq0QeoNAkIcTgliugYiIiIg6id8v5sIggH5+rujZw9nsWExkIEI9nWFrY+wXc22/mZrcnewBsKcMUX0YlCEiIiIiaiVHq0qXjQrrYeWZEBERERE13r7zKgDAxP6+tY75KuTYuiAaPaseOrq230xNHlVBmUINgzJEdWFPGSIiIiKiVnLMFJRh6TIiIiIi6iQMBoH953MAABMsBGWA6sBMXKISMZGBFgMyAKBgpgxRgxiUISIiIiJqBRV6A06mFQIArg9jUIaIiIiIOodTV4uQV6qDq6MdRtaT8e2rkOPhceH1XsvDuSpThkEZojqxfBkRERERUSs4fbUIZRV6eDjbo7ePq7WnQ0RERETUKHurSpeN6+sNe9uW/VzMnjJEDWNQhoiIiIioFfxZVbpsZKgnbKqaoBIRERERdXS/nM0GAIwIaXlfRFOmTBF7yhDViUEZIiIiIqJWcPRKAQDg+l4tX8wSEREREbWHc5lqnFWqAQCbDqVApda26HrMlCFqGIMyREREREQtZDAIHEs1ZsqMYj8ZIiIiIuoEVGot7l1/WNrOVGsxOza+RYEZdycHAEBhma7F8yPqqhiUISIiIiJqoSNX8lCoqYDczgYRQe7Wng4RERERUYO++jMdBTXKjOkNAqn5GsQlKpt9TVOmTCHLlxHViUEZIiIiIqIWUKm1WLjlpLRdUMqnAomIiIio48suNs+IsbWRIdTTGTGRgc2+pqmnTLG2EnqDaNH8iLoqBmWIiIiIiJpJVVXiwRSIKa80tLjkAxERERFRW7taWIavj2UAAHzcHAEAPT2csHVBNHwV8mZf15QpAwBq9pUhsohBGSIiIiKiZopLVCI1XwPTM4ACaHHJByIiIiKitqRSa7Hgs+PQVRpwQ7gnflg0Bi/dPrDFARkAsLe1gYuDLQCgiEEZIosYlCEiIiIiaqaYyEAEeThJ261R8oGIiIiIqK2o1FpMW3sQp64WAQAevbE3/Nyd8PC48BYHZEykvjIMyhBZxKAMEREREVEz+Srk+MeYMGm7NUo+EBERERG1BZVai1mx8cgsMpbalQF4Ne5Mq5fedXd2AND2mTIqtRYfH0hm6WDqdBiUISIiIiJqgaSsYgDA6N5eDMgQERERUYe1PeEq0vI10nZbld71MGXKaHStet2aTL0dl+1MYk9H6nQYlCEiIiIiaoGjV/IBAI/c2HolH4iIiIiIWpNKrcXvF3LM9rVV6V1T+TJ1G2XKmAIy6QXGAFNGYRkDM9SpMChDRERERNRMmUVlSMvXwNZGhpFhntaeDhERERFRLSq1FretOYADl/IAAO5OdgDarvSuh7MpU6ZtgjJxiUqk5mtgEMZtvUG0ScYPUVthUIaIiIiIqJmOJBuzZCICFXB1tLPybIiIiIiIzKnUWkxbexC5JcZSYjIAro72ePLmvm1WeteUKdNWPWViIgMR4uksbctkaJOMH6K2wqAMEREREVEzHblifNrw+l7MkiEiIiKijicuUYnMouqyXgLA1cIyuMnt2qz0rrspU6aNgjK+CjlW3z1M2pbb2bK3I3UqDMoQERERETWTKVMmqpeXlWdCRERERFTb1KEBsJXJpO226iNTkylTpq3KlwFAcXml2f0YkKHOhEEZIiIiIqJmUKm1SM4thUwGjGKmDBERERF1QIVlldALAVNYpq36yNTk4eQAAFC3UaYMAKTklkr/naXWIr9U12b3ImptDMoQERERETXDkSvGLJmB/grpaUAiIiIioqZQqbX4+EAyVGptw4Ob4fcLOQCAqHBPvHT7wHYp8yVlypS1XaAkJa/UbPuMsqjN7kXU2hiUISIiIiJqBlM/mahwZskQERERUdOp1FrMij2EZTuTMCs2vk0CM/urgjK3DPLHw+PC26XMl0dVT5midsiUsbUx5gCdvqpus3sRtTarBmXWrl2LsLAwyOVyREVF4ejRo3WOPXPmDGbOnImwsDDIZDKsXr261phXX30VMpnM7DVgwACzMVqtFgsXLoSXlxdcXV0xc+ZMZGdnt/ZbIyIiIqIujv1kiIiIiKi5VGotZsfGI72gDACQXqDB7FYOzGh0lThald09vr9Pq123Ie3RUyYlTwMAGN3b+F38NDNlqBOxWlDmq6++wuLFi/HKK6/gxIkTiIyMxOTJk6FSqSyO12g0CA8Px4oVK+Dv71/ndQcPHozMzEzp9ccff5gdf/rpp7Fjxw5s3boV+/fvh1KpxJ133tmq742IiIiIura8knJcVJUAAK5nPxkiIiIiaqK4RCVS8zUQwrgtBJCar0FcorLV7nEkOR86vQFBHk4I93Zptes2xL0qU6a80oC0/NIGRjddpd6A9HxjUGbq0EAAwJmrDMpQ52G1oMyqVaswf/58zJ07F4MGDUJsbCycnZ2xYcMGi+NHjRqFt99+G/fccw8cHR3rvK6dnR38/f2ll7e3t3SsqKgIn3zyCVatWoWbbroJI0aMwMaNG3Ho0CEcPny41d8jEREREXVNf6YYnzjs7+cGTxcHK8+GiIiIiDqbmMhAhHg6m+0L7uGEmMjAVruHqXTZ+P4+kMlkrXbdhmi0ldJ/3/fRkVYvy3a1sAyVBgFHOxvcPNAXgDFzRq2tOzPn2t49bd3Lh6g+VgnK6HQ6HD9+HJMmTaqeiI0NJk2ahPj4+BZd++LFiwgMDER4eDjmzJmDtLQ06djx48dRUVFhdt8BAwYgJCSkxfclIiIiou7jcFXpMmbJEBEREVFz+CrkeGNGhNm+J27u26o9X0xBmRv7tl/pMpVai7s/qn74XVlU1upl2a5U9ZMJ9XKGl6sjgjycAABnlZb7yphKxS3bmYTZsfE4qywy22ZgpvPoKsE0qwRlcnNzodfr4efnZ7bfz88PWVlZzb5uVFQUNm3ahF27dmHdunW4cuUKxo0bh+LiYgBAVlYWHBwc4OHh0aT7lpeXQ61Wm72IiIiIqPs6UlWbOyqcQRkiIiIiap7Uqr4oJkmZxa127bQ8Da7klsLORobRfdqvB6KpLJuJoQ3Kspk+tzAvY0m2wYEKAMBpCyXMVGotZsXGS3NKzdfg9jV/IK1qO6Ow9YNG1DaM/5aHsGxnEmZ18n8zq5UvawtTpkzB7NmzMXToUEyePBk//vgjCgsL8fXXX7fousuXL4e7u7v0Cg4ObqUZExEREVFnU6SpwLks40M6zJQhIiIiouZKSC8EAIT7GIML8cl5rXbtH04ZgyARQe5QyO1b7boNiYkMRKinM2xqVEsLcJe3alk2U6ZMr6o+ORFB7gCAMxYyZeISlVIAxkRUvQBAbxCtHjSi1qdSa3HnukNIyy8DAKQXaDp1MM0qQRlvb2/Y2toiOzvbbH92djb8/f1b7T4eHh7o168fLl26BADw9/eHTqdDYWFhk+67ZMkSFBUVSa/09PRWmyMRERERdTz1pcUfTcmHEMbFs69b65WXICIiIqLu5WRaAQBgwY29AQBJmWrkl+pafF2VWov3dht/D03JLW3XH659FXJsXRCN4B7V/XJ8XB3h7Vp3j/CmSskzBmXCpKBM3ZkyMZGB8Hat7gEpq3qZ2NrIEOrp3KpBI2pdKrUWT355EhkFZdI+0QYZWO3JKkEZBwcHjBgxArt375b2GQwG7N69G9HR0a12n5KSEly+fBkBAQEAgBEjRsDe3t7svufPn0daWlq993V0dIRCoTB7EREREVHXpFJrMW3twaq0+EO1FrFHqp5gjOrVfmUgiIiIiKhrKSqrwOUcY3Dh5oG+6OfnCqD6u2ZzmTIKyir0AAC1tqLdMwpMgZknbu4DJ3sb/HW1CJsOpbRaLxBT+bJQL2PgJyLQmClzOacEGl1lrbnMGB4kbYd4OmPNvcOk7Z4eTti6ILpVe/lQ61GptYh5/yDiq3p61hTi6dRpg2lWK1+2ePFirF+/Hps3b0ZSUhIee+wxlJaWYu7cuQCABx54AEuWLJHG63Q6JCQkICEhATqdDlevXkVCQoKUBQMAzzzzDPbv34+UlBQcOnQIM2bMgK2tLe69914AgLu7O+bNm4fFixdj7969OH78OObOnYvo6GjccMMN7fsBEBEREVGHY2oCmllkXCym5Zdh2tqDZotHUz+ZG9hPhoiIiIiaKbGqdJmpWf3o3t4AgEOXWxaU+T7hqllGQVv0dGkMX4Uci//WH09O6gcAWLbzLJbtTGpxgKhSb0B6VTkyU/kyX4UcPm6OMAjLfXmUVd/tJw3wxdYF0fjbIH8pWyb27yO6bECmvuz/zkCl1mL6BweRVWP+tjXq4r1428BO+29ntaDM3XffjZUrV2Lp0qUYNmwYEhISsGvXLvj5+QEA0tLSkJmZKY1XKpUYPnw4hg8fjszMTKxcuRLDhw/Hww8/LI3JyMjAvffei/79++Ouu+6Cl5cXDh8+DB8fH2nM//73P9xxxx2YOXMmbrzxRvj7++O7775rvzdORERERB3WtY1JASCzSIt/f38aBoOAWluBM0pjWQRmyhARERFRc5n6yQwL9gAA3BBu/G7Z0r4yBZoKs21rl+e6Y2gA7GxkMFQ1cckoLGtRYCajoAyVBgG5vQ38apQSjgg0Vjb66PfLta59MdsYqJkTHQpfhRxye1spy6ZA0/JycR2R6WGz1giEWcv2hKtQFprPW28Q8HMzlsI7l1U7ANdZWC0oAwCLFi1CamoqysvLceTIEURFRUnH9u3bh02bNknbYWFhEELUeu3bt08a8+WXX0KpVKK8vBwZGRn48ssv0bt3b7N7yuVyrF27Fvn5+SgtLcV3333Xqn1siIiIiKjziokMRJCHU639v57NxkOb/sTXR9NhEEBQDyf4u3fOp7KIiIiIyPpM/WSqgzKekMmAS6qSZv2ArlJr8e9tpxC77zIAwMvF2EfF2uW5dp3OQqUpIgPjj+otydy5UtVPJtTTBTY1sibCvIxZMz+fyTYLQlToDbiSazynr6+rNL6vnxsA4EJ25/1hvy6mEnamh81aGgizFkd7W7NtU4DxobFhAID4FmaVWZNVgzJERERERB2Jr0KOJbcNkLZDPZ3x3OR+cLSzwe8XcrDsxyQAQKFG1+kWNURERETUMQghpEyZ4SE9AAAezg4YFGDM9mhqtoxKrcWMDw7hiyNpEACmDg3AT0+Ow0u3D7R6v5SYyECEejpL2zKgRZk7qVUBljDv6muq1Fr88Fd1kKdmECI1T4MKvYCzgy0C3asfvjL18LmgKmnWPDqyuESlWQm7lgbCrKFIU4E1uy8CADyc7AFUBxhvGWRMsDiZVghtVe+kzoZBGSIiIiKiGgpKjSUM+vq6YuuCaDw+sS82zx0Fe9vqJ/HKdPpO+bQZEREREVlfWr4GBZoKONjaYGCAm7Q/uqqE2caDKY3+nmkqU6UsrP4RPjGjEADw8Lhwq/fc8FXIsXVBNAKqsswFgDdmDGn2vFLyjNkfYVX9ZABjECKnpLoMWc0gxCWVMROmj6+rWWZNX1/j534pu+sFZaKu6X1pI2tZIKy9qdRazN18FLklOvT2ccGOJ8aYBRjDvV3g6+YInd6AE6kF1p5uszAoQ0RERERUw+Uc49N3E/r7SIvF00o1KvTVZRes1TCViIiIiDq/k2mFAIDBQQo42lWXaBoUaAwUJKQXNvoBIFNPRFFjX1p+WYf6nuqrkGP7wjEYVNX35ZM/kpt9LVMpMlO5MqB2Nk7NIMTFqqBLnxqlywCgr5QpUwwhBLqSLUfSzbZ7ODtYPWOqsVRqLWLeP4gTqYUAgH/d0h/BPVzMAowymQzRvVunB5O1MChDRERERFSDaaEX7lO9cDMt9Gyrnq6zdsNUIiIiIuq8Dl3OBVBdQgsw/hj9v18vSttp+RrMakRgJiYyEG5yO2m7o35P9VXI8cF918HORoa953Pw8venm5V1nppXOyhjysZxcTAGuFzldlIQ4mJVeTJTZoxJbx9X2MiAQk0FckrKm/u2OpzUvFJsPWYMyoyoKo0X3dur0wRkZsfGI6vq70IG4M2fzln8OzFllXXWvjIMyhARERER1ZCca1y49fKuvdDr6WGsQ23thqlERERE1Dmp1Fp8f9KYxbI7SSX94ByXqER6jT4gAsbAzOZDKfj4QHKdAQxHO1tU6g3Sdkf+nhrm7SIFiz47nNrkcsAVegPSqprX1wxEAcbv60/e3BcAEO7tKr3/6qCMeaaM3N4WIVXZNV2lhJlKrcXCLSdQaRCY0N8HC2/qDQA4q1RbeWaNY8r6MhGouzqBKVMmMaMQGl1le02x1TAoQ0RERERUpbxSLzXFDPdxMTtmCsx0hIapRERERNT5qNRazIo9BF1VEKWgVCcFJq7NzDb56EAylu1MwuzYeJxVFtUK0HxxNBVlFQb08XHBv28b0KG/p6rUWhy9ki9tpxdomhSYSUwvhKGq0tjjX5yodd5NA/0AAEmZapRX6qE3CFzOMQZc+vmZZ8oAQN+qfReyi5v8XjoalVqLaWsP4vRVYwDmH2N64bqqTJnk3FLkdbBsIJVaW+tvOSYyEME9nKTt+rK+QjydEeguR4Ve4Hgn7CvDoAwRERERUZXUPA2EANwc7eDj6ljruK9C3iEaphIRERFR5xOXqERafnU2jL5Gn8JrM7O9XR0gk0Hqa5iar8HU9w9KARqVWgtdpQGbDqYAAB6b0Afzb+zdob+nxiUqkVFY/f6b0qdRpdbi8S9OSNtXC8tqBXR6+7jAy8UB5ZUGnL5ahPR8DXSVBsjtbRBU48d+E1P2zAVV586Ukcp+FVWX/Xr5+9PQVRqk93isAwUuTPOt+bcMGNdaS+8YJI2rL+tLJpPhhqpsmXX7LjerFJ41MShDRERERFQluepJul4+LpDJZA2MJiIiIiJqvJjIQHi7Okjb12YC1MzMnhMVimv7z+ur0kTSCzSYFXsI6/Zdgqq4HN6uDpjawXrIWCJlA9X4nu3l4tCo/jdxiUqoiquzPfQGUSugI5PJMDLMmB1y9EqBVLqst49rrQwkoDp7prOXLzOV/TL9udQs+2X6PDpKNokpIJNWYCxTlnFNcC2nRAfAWLWgoayvwQEKAMChy3lNLoVnbQzKEBERERFVSc41Ng4N93ZpYCQRERERUdP4KuSYPTJY2raUCWDKzJ4TFWKxnBlgzDBJyy/D6t8uAgAq9QKFGl3bv4EWkrKBamSt2NvawN3ZvsFzYyID4eJgK23XVdpqVJgnAOBYSj4uqoxlya7tJ2PS18+UKVMMcW0ErBOJiQxEoEf131DNz2ZkaPXn0RFIAaSqj/va4JqplNzNA3zrDcio1FpsqMoSA2oHdzo6BmWIiIiIiKok51QFZXwsL9yIiIiIiFoipyrbY3w/n3ozAa4tZ2ZnI8O18RlTGKFYW9lpfpA2va/nJ/eHt6sDstRabDmS1qjz/BTV5YXrKm0lBWVSC3AhqyooY6GfDGDMoLGRAYWaCuR0sJ4rTeGrkOPxCX2k7ZqfjSlT5vRVNbQVemtNUXJttphMBrPgmhRIq+PfzCQuUYmrNUrhWcqc6sgYlCEiIiIiqnKlKlOmFzNliIiIiKgNpFR935w1omeD/V9qljOLWzQGwT2cAQAeTuaZJXrRuX6Q9lXI8djEPvjXLf0BAGt+u4i1ey9BpdZabAAPAGU6PVLyjCWvnry5b50BrcGBCjg72KKorAK7z6kAAH3qyJSR29sixNP4mV7s5CXM0vONn811oR5mn02IpzO8XR2h0xtw6mqRNacIwPhvbwqcAYDczsZsvheq/h3qym4yMZXCM8UpZYDFzKmOikEZIiIiIqIqpp4y4T4MyhARERFR62vqQ0CmcmaDAt2lAM2W+VFmpc3qKuXV0c0e0RMhnk4oKKvA2z+fx7S1B3HnB4dqNYAHgHNZahgE4O3qiKcm9a0zoGVna4PrQozZIcXaSgD1/8Bvysi4WFU2q7M6rTQGXO4aEWz22chkMowMNX4ef3aAEmZ6g0B8cp607WRvCx83YwZUoUYnZZI1lCljClh6VmXd2NvaNNiDpiNhUIaIiIiICEBBqQ4FmgoAzJQhIiIiotan1lYgr9TY+yWsGd83rw3QmEqb1VXKq6PLL9VBo6suqZVZpEVGVUmqjALzHiGnlWoAxkwYmax2n52aTCW7AMDBzkbKhrHEFLC5oOq8mTJCCJy+avx8IoLcax03fR7HUwradV6WnEwrQKGmAm5yO9jZyJCvqZDKkF2s+jcI8nCCq6Ndg9fyVcixee71AIAKvQHyGj2HOjoGZYiIiIiIACRXPbUY4C6Hs0PDiwAiIiIioqYwlS7zdnVs1I/O9alZ2qwzBmQAY1+Q3BKdxWPXlmQ7W5UJMjhQ0eB1r69RHiukhxPsbOv+CbxfVUbGgQs5naInjyUZBWUoKquAg62N9H5qGln1eRy8nIusqgBIXWXi2tpvScaSchP7+2JAgHGuienGf9sL2aZ+Mo3v7xkR5I5e3i4QAI4mWz8TqLEYlCEiIiIiAkuXEREREVHbMpUuC2+lrGxT5kxnDMgA1X1BTGXYrlWzJNsZZd2ZINcK6uEk/beySFtv4MGrqvxV+jWZOZ2JqVdMf383ONjV/rnfx9UBMgDaCgOmrDmANb9dwJQ1ByyWiWtre85lAwBuHuiLYcEeAIDEjEIA1X19Guonc60bwr0AwKwsWkfHoAwREREREZpe35uoq9Lr9Xj55ZfRq1cvODk5oXfv3nj99dchhLD21IiIiDo10/fNMO+6y2l1J6ZsH1MZtiAPJwR6VAeY3rkrEr4KOSr0BpzLNGZRNJQpo1Jr8cAnR6Xtsgp9nYEHlVqLf287JW1nFGg6fGDGUobL6aqgTERQ7c9GpdbivvVHYPoWV6CpwKrfLiKvKkMpo7D9glHp+RpcyC6BrY0M4/v5ILKnBwAgIa0QAHBRZcqUqb+fzLWie1cFZS4zKENERERE1Kkk55ieXGzak1lEXc2bb76JdevW4f3330dSUhLefPNNvPXWW3jvvfesPTUiIqJOLUUKyvAhIJOaZdi2PT4a3z8+BmFexqCVKQPkkqoEOr0Bbo52CO5Rf0ArLlGJ1HyNtC0EzMqgXTs2Lb9M2tbXM9bEWmW/TPeeHRtfK8PllBSUqZ1FdO3ncS29QTT4nlvLnnPG0mUjQnvAw9lBypQ5dbUIlXoDLlRlylgqwVafG8KN5dmSstQo1Fguh9fRMChDRERERAQgOde4COjF8mXUzR06dAjTpk3D7bffjrCwMMyaNQu33HILjh492vDJREREVKcrecYfx3t58ftmTTXLsPkq5LgvKgQAsPd8DoDq0mWDAhWwqaPUmcm1JdFsbWRmZdAsjTVdUQbUORaoOyjSHlRqLe5cdwhpVQEWU4ZLdlGZlCkzxEJQ5trPw0YG2NX4DG1k9b/n1vTjqUwAQFRVj5twH1e4OtqhrEKPP1MKkFNcDgDo08TyZb5ucvT2cYEQwOFO0leGQRkiIiIi6vb0BoGUqkVyb2bKUDc3evRo7N69GxcuXAAAJCYm4o8//sCUKVOsPDMiIqLOSwiBKzl8CKgxJvb3BQAcTs5DmU4vBR0GBzbcT+bakmg9PZywdUG0xb47prG+bo4AAJkM+OqRGyyOVam1mBVbOyjS1oEZU2bOsp1nkVFQJpUhM2W4fH4kDQWaCtjZyCxmmFz7eQT3cEbcojFwcbAFALjJ7ev8fFrTldxSHLliDJh8eyIDKrUWtjYyDO1p/DfdejwdgLGEnaujXZOvbyphdriT9JVhUIaIiIiIuj1lYRl0lQY42NqYNQYl6o5eeOEF3HPPPRgwYADs7e0xfPhwPPXUU5gzZ06d55SXl0OtVpu9iIiIqFqBpgJqbSUAINSTQZn69PF1RZCHE3SVBsQn5+JsVaZMQ/1kTGqWRGso4OCrkOObx6NhZyODQQB5dZS/MpU6uzYo0pZlv0yBoGU7kxCXmFnreIinM3p6GMu59fNzg9ze1uJ1rv08BgW6Y97YXgCAEaEebR6QUam1uCs2XtrOLi6XAlqRVSXMfjqVBQDo69e8B+Siw70BdJ6+MgzKEBEREVG3l1xV3zvUqzq1n6i7+vrrr/HFF19gy5YtOHHiBDZv3oyVK1di8+bNdZ6zfPlyuLu7S6/g4OB2nDEREVHHd6Xq+2aAuxxODpZ/PCcjmUyGCf19ABj7kJxR1t0zpS41S6I1JLiHC27sZ7zf7xdyLY65NcK/1johxNOpzcp+mUqlpdfoeePiaItA9+r3c19UCDIKjZk7EUH1B6yu/TxGVJUQS82ru99Ma4lLVCKnpFzarhnQiuzpAQAoq9ADaHo/GRNTX5nz2cV497cLVun50xQMyhARERFRt5dcVUoinKUkiPDss89K2TJDhgzB/fffj6effhrLly+v85wlS5agqKhIeqWnp7fjjImIiDq+lKqgTBj7yTSKqYTZ9yeVKNXp4Whng95t+F39xr7GTIvfL+RYPH7wUi70BoGacZmJ/X3bLMskLlGJ1HyNlJkDAKXleswe2RO3DPIDAGw+lILjqQUALPeTqc8Af2PwIyVPA21VQKStxEQGwtGuOgxRs8/PsKpMGZO+TewnY+Ll6oje3sa/j//9drHde/40FYMyRERERNTtJecYF8m92E+GCBqNBjY25ktFW1tbGAyGOs9xdHSEQqEwexEREXUnpt4fdf0QnJJX9X2TDwE1yug+XnCwtUFJubHk2wB/N9jZtt1P2eOrgkDHUvNRWnVPk0q9Aev2XQYA/POmPpg1oicA4LPDqXj9h7PSv3lDfwNNERMZCC8XB2nbFMiYExWKNfcOR4C7HJlFWhyqKtcV6NG0Esy+bo7wcLaH3iBwSVXS4vnWx9vV0SyYVbPPj7+7HP41Altero7NuodKrYWqRjZOe/X8aS4GZYiIiIio2zOVk2CmDBEwdepUvPHGG9i5cydSUlKwbds2rFq1CjNmzLD21IiIiDoU04/wZ5VFmB0bj2U7k+r8IdhULrcXM2UaxdnBDlFVJakAINynbR+eCvNyRrCnEyr0olZfkp2nMpGSp0EPZ3s8Or43Vs6OxM0DfGEQwCd/XMHta/7A6l/PY/Lq3+v9G2gKX4UcQTUCLTUDGXJ7Wyyc2Mds/H92nGnSPWUyGfpXlQo7n1Xcork2JDm3FGUVBjjaybBkyoBafX4G+Ff/276y/XSzPru4RCWKtdXBtPbo+dMSDMoQERERUbdnKl/WliURiDqL9957D7NmzcLjjz+OgQMH4plnnsGjjz6K119/3dpTIyIi6jBMPT+W7UzC1Pf+QFq+sTdHXU/oS+XLvPl9s7FGhPaQ/nv/hZw2zXqQyWQYX9VXZn+NEmZZhWVY9sNZAMC8sb3g7GAHlVqL89nVgYycknKs3n0JBZoKAEBGgabFgZmL2cX462oRbGTAkzf3rRXImNDfx6zHzdVCbZPvaSphVvO9AK2b8QMAp68aewINDnTHo+N7m70PlVqLhPQiaVtZ1PT3ARgzi0I8naTPpGaJtI6IQRkiIiIi6tbKdHooi4xf+lm+jAhwc3PD6tWrkZqairKyMly+fBnLli2Dg4NDwycTERF1Ayq1FjPXHZICMXoBqfeHpSf0hRBSUKaXt3N7T7dTUqm1+PpYdY+6Qo2uzctR3djXGJT5/WKONIep7x9ETokOMhkwZUgAAGNWRkZBWZ3X0Qu0OEvjyz+N7/2mAX54+m/9avWu2XU6C3pDdceZ5mSG9KsKypyrkSlTM9jYWp+3KShjqe9NXKIShWUV0nZzM1x8FXJ8s2A0elZlF9XMLOqIGJQhIiIiom7NVLrMw9keni780ZmIiIiI6heXqER6QZlZE/aarn1CP6e4HKU6PWxkQLAngzKNEZeohLKwOiBgaIVAR0Oie3vBzkaG1DwNXtp2CpNW7UeOqU+JAP6x8U+o1FrERAYi1NNZysqwkQF2NjKzvikhLcjS0Fbo8d2JDADAfVHBFsdIc6i6Z3MyQ6RMmSw1gOqATHpB/VlfTXXKlCljIShz7WfZkgwXX4UcWxdE46XbB3bogAzAoAwRERERdXPJucbSZb1YSoKIiIiIGiEmMhBO9rbSto0MZqWk3r13mNkPwqaHgIJ6OMHRrvo8qltr/ljfWG5yeymb4/MjaVDX6FEiUB0UMv34b8rKCO7hjLhFY9CzR3XA7eFxvZodFPj6WDoKNBXwdXPE+H6+FsdIc6i6Z3MyQ/pV9ZTJVpejUKNDXKISqfkamBJwWqMvi8EgcEZpDPpYypS59rNsaYaLr0KOh8eFd+iADMCgDBERERF1c1dyjIvkcJYuIyIiIqJG8HFzhKNd9c+qwT2csWPRGIRWZcH8cTHXbPxfGYUAgEB3J1DjtPaP9Y2hUmulANq1rg0KXZuVMSjQHd8siMaNfb0BAHEJzQtkqNRavLEzCQBQXmlAnilTx4KWZoa4ye0RVPX5nssqRkxkIDyc7M3GBHrIWxQIS8krRUl5JRztbNDX1/J6qzNluLQWBmWIiIiIqFtLrlp4hfswU4aIiIiIGpaap0FhWQXsbWR4YUp/6Uf5f97cFwDw7YmrEMKYbqBSa/HenksAgLNKdZv2ROlq2vvH+mv7m9RkKSh0bVaGr0KOlbMjYWcjw7HUApytyhBpLJVaixkfHEJ5pQEAUKKtaLB8WEszQ6pLmBXDy9U82AgAHs4OLSrxbCpdNjBAATvbukMRnSXDpbUwKENERERE3ZoUlGH5MiIiIiJqhOOpBQCAocEeWDC+j/RD8q0R/nCyt8WV3FKcTC+ESq3FrNhDUhmsEl1lmzer72ra88d6SyXTgjyc8OTNfRsdFPJVyDE5wh8A8NHvl/HxgWSo1Fqo1Frpv+sSl6jE1cIyaVvfDn10+lcFZc5lFWPPORWyi8vh7mSHxyf0houjLc4q1Xjr5/MNzr0u9ZUu684YlCEiIiKibksIgeQcY0+ZcB+WLyMiIiKihp1IMwZlrgvxMNvv6miHKVU/yH97PAPfJ1xFWn71j+yiHX5kp+azVDJt2+Oj8fTf+jUpKHT/DaEAgO0JSizbmYQ73vsDU949gGU7k+oNyl1bPqw9+uj0lzJl1PjscCoA4J7rQ/DcrQPwxvQhAICPfk9ucO4ALAaeTmUYM2UighRt9RY6JQZliIiIiKjbyi3RoVhbCZkMCPVybvgEIiIiIur2TJkyI0J71Do2c0RPAMD2hKv4+XSW2bH2+JGdWqY1Sqb18nKGva0MompbVVyOvFIdACC9QFNncMNXIcfIsOq/qfboozPA3xgsOa1U4/cLOZDJgDnXG4NK0eGecHawlcZmFJbVOXeVWouZ6w5h2c4kzKoaI4TAaaUpKMNMmZoYlCEiIiKibsvUyDPIwwlye9sGRhMRERFRd1esrcCF7GIAwHUhtYMy0eFe8HNzREm5HsfTCgEAPZyN2Q/t8SM7tVxLS6bt+CsTFXph8ZihgWyp1DwNAOCeUcHt8rcS7uMCe1sZdFV9bG4I90RI1cNqO/7KhEanl8bqDcLi3FVqLWbHxiOjwJgVlp5vDDydSC1AsbYSDnY26Ofn1qbvo7NhUIaIiIiIuq2EqtITQT2crDwTIiIiIuoMEtOLYBBAzx5OFn8wzy0pR1lF9Q/ZMgDODnZN6ktCnZvUm0Zm+Xhd2VLllXqp3+VTk5pWMq257G1tEOpZXTHgkqpUyoSJiQxEiGf1OslWZnnucYlKpOZrpMwgAWPg6fMjaQCAgf5usLdlGKImfhpERERE1C2p1Fq8v/cSAOCsUs2Gq0RERETUoOp+MrWzZADjD9RqbaW0LQBcLSyDm9yOAZluQupN08MY7AjycIKfwlE6/tnD11v8W7ikKoHeIODuZG82vi2p1Fooi6rXQfmlOqlEma9Cjm8WjIZ9VXTJ08XRYmAxJjIQAe61309qnjHA1Ju9O2thUIaIiIiIuh1Tir1pwVxaXtlg40oiIiIiovr6yQA1siRsjD9ks49M91SzN822x0cjbuEYuDoayyWn55dZPOd8lrEsXn9/N8hkdaTZtLK4RGW9Jcp8FXLcOtgfAHDH0ACLwSRfhRyzq3opAYCTvTHkcKKqfN++CzlcZ13DqkGZtWvXIiwsDHK5HFFRUTh69GidY8+cOYOZM2ciLCwMMpkMq1evrjVm+fLlGDVqFNzc3ODr64vp06fj/PnzZmMmTJgAmUxm9lqwYEFrvzUiIiIi6sC2nbyK1HyNtN1QbWciIiIiIoNB4GQDmTJSloSHsewT+8h0XzV70/i5O+GWquDGH5dyLY43BWUG+Ldf/5XGBBGv7+UJAFJpNUtOphcCAP42yA+b5l4PO5vqoFKhRscH4K5htaDMV199hcWLF+OVV17BiRMnEBkZicmTJ0OlUlkcr9FoEB4ejhUrVsDf39/imP3792PhwoU4fPgwfv31V1RUVOCWW25Baan5H8z8+fORmZkpvd56661Wf39ERERE1DGVlFdiz3nz75x8gpGIiIiIGnI5pwRqbSWc7G0xIKDuH85rZkkwIEMmY/t4AwAO1hGUSZKCMop2m1NjgohDenoAAE5fLYIQotY1tBV6HL2SDwB4bnJ/nLpahEpD9Tg+AFebnbVuvGrVKsyfPx9z584FAMTGxmLnzp3YsGEDXnjhhVrjR40ahVGjRgGAxeMAsGvXLrPtTZs2wdfXF8ePH8eNN94o7Xd2dq4zsENEREREXY9KrUVcohLRvb3w7Na/cDZTDbmdDdyc7JFTXM4nGImIiIioQaZ+MkN7ujfYuNyUJUFkYgrKnLpahEKNDh7ODmbHz2epARjLl7UnU2AmLlGJmMjAWmuiAf5usLORIa9Uh8wiLQKrAjgmR6/ko7zSAH+FHH18XeHuZI/P4lORUaCBXhgfgOvp4cQH4GqwSqaMTqfD8ePHMWnSpOqJ2Nhg0qRJiI+Pb7X7FBUVAQA8PT3N9n/xxRfw9vZGREQElixZAo1GY+l0SXl5OdRqtdmLiIiIiDoHU/+YZTuTEPP+QZzNVMPb1QFfPRqNnf8cyycYiYiIiKhR/rhozHBoz/JS1HX4KuTo5+cKIYD4y3lmxwo1OmSrywG0f1DGNDdTqbVrye1t0dfPOKdTV4tqHT9wMQcAMK6vN2QyWXX2TQ9nACzhZ4lVgjK5ubnQ6/Xw8/Mz2+/n54esrKxWuYfBYMBTTz2FMWPGICIiQtp/33334fPPP8fevXuxZMkSfPbZZ/j73/9e77WWL18Od3d36RUcHNwqcyQiIiKitmUKyKQXGB/C0RsE7Gxk+Oj+kYgM9qh38UFEREREZKJSa/HTaePvlj+ezmJ/DGqWMVXZMtf2lTlXVbos2NMJro5WK25VpyFBxpJqpy0GZYzvZVw/H2kfS/jVz2o9ZdrawoULcfr0aXz55Zdm+x955BFMnjwZQ4YMwZw5c/Dpp59i27ZtuHz5cp3XWrJkCYqKiqRXenp6W0+fiIiIiFrBtycykJqvQY2Sxqg0CKn0BBERERFRQ1RqLe5cd0jqk5Ffwsbl1Dxj6wrKZFaVLvNrv34yTTEkyB0A8FeGeVBGpdbiXFYxZLLq92bCB+DqZpWgjLe3N2xtbZGdnW22Pzs7u1V6vSxatAg//PAD9u7di549e9Y7NioqCgBw6dKlOsc4OjpCoVCYvYiIiIioYzuVUYSv/jR/mMbWRoZQT2fWMyYiIiKiRotLVCKjoEza1gvBxuXULFHhXrC1kSE1T4O3fz4nBfbOZxszZTpqabyIqqDM6atFEKL6iTdTlkxEoDs8XRwsnku1WSUo4+DggBEjRmD37t3SPoPBgN27dyM6OrrZ1xVCYNGiRdi2bRv27NmDXr16NXhOQkICACAgIKDZ9yUiIiKijkGl1uLD/Zfx3x+TMOODg0jJ08DT2QE+bo4AWM+YiIiIiJouJjIQ7k7VJaX4oA81l6ujHQYHGB/4X7v3spRxZSpfZo1+Mo0xMEABOxsZ8kp1yCyqzhD79ayxpN91IR5WmlnnZLUCdYsXL8aDDz6IkSNH4vrrr8fq1atRWlqKuXPnAgAeeOABBAUFYfny5QAAnU6Hs2fPSv999epVJCQkwNXVFX369AFgLFm2ZcsWbN++HW5ublJ/Gnd3dzg5OeHy5cvYsmULbrvtNnh5eeGvv/7C008/jRtvvBFDhw61wqdARERERK1FpdZi+gcHoSysXiTcNsQfy6YPQaXegLhEJWIiAxmQISIiIqIm8VXI0dfXDcdSjSVw+aAPNZdKrUVqvkbazigsw6zYeOQUG9cwAwM6ZlBGbm+Lvn5uSMpU49TVIgR6OCGrsAy/nDVWwtp1JgsLJ/bh/yYayWpBmbvvvhs5OTlYunQpsrKyMGzYMOzatQt+fn4AgLS0NNjYVCfyKJVKDB8+XNpeuXIlVq5cifHjx2Pfvn0AgHXr1gEAJkyYYHavjRs34qGHHoKDgwN+++03KQAUHByMmTNn4qWXXmrbN0tEREREbUql1mLGB4fMAjJerg545Y5BUhr9w+PCrTU9IiIiIurEKvUGJFX1/Jh/Yy/MH8s+GdQ8cYlKFJVVSNt6g0BaVZDGwc4GYV4u1ppag4YEKZCUqcbpq0UYHuyB2977Q+rdmVvVZ4nBysaxWlAGMPZ+WbRokcVjpkCLSVhYmFm9OksaOh4cHIz9+/c3aY5ERERE1PF9+Wc6rhaWme3LK9Fhx1+ZDMYQERERUYuczy5GqU4PV0c7vHDrQNjayKw9JeqkYiID8Vl8KtILNFJAw9FOhvJKgVBPZ9jZWqXbSKMMCXLH18cysPNUJi5kFyO/VCcd0xuq+yxx/dWwjvuvTERERETUCBpdJXadyTLbxzrfRERERNRaTqQVAgCGh3gwIEMt4quQY+uCaAT3cJb2lVcaozPKwjKo1Nq6TrW6QA8nAEByTil+PmMsW2b6XwPXX03DoAwRERERdVoVegMe+/wEzirVUDjZIdDdmCrPOt9ERERE1FpOVPWSGR7Sw8ozoa7AFJh58uY+cHWsLmSlqdBjdmx8hwzMqNRa/GfHGbN9TvY2UqCG66+msWr5MiIiIiKi5lCptfg+4SpOphVi/4UcONnbYvPc6xHk4YS4RCViIgO5ICAiIiKiVnEizRiUGRHKoAy1Dl+FHG5ye5SUV0r7hECHLQEWl6hEWr55ueiyCgNmjQiCm9ye668mYlCGiIiIiDoVlVqL2bHxSK1qiGkjAz74+3XSk4sdbQFDRERERJ1Xbkk5UvOM3zuHBXtYdzLUpZj6y2QUlkFvELC1kaGnh1OHLAF2bS8c01znRIUyGNMMLF9GRERERJ2GKSCTXqCR9vVwdsDgAIUVZ0VEREREXZWpdFk/P1e4O9lbeTbUlZjKmPXsBCXAru2F05Hn2hkwU4aIiIiIOo24RKWUIWOSV6rrkCn+RERERNT5HWfpMmpDpmBHZyjB3Jnm2tExU4aIiIiIOo2YyEAEuld/+be1kSHU07lDpvgTERERUed3MrUQAKRSuUStzVchx8PjwjtFkKMzzbUjY1CGiIiIiDoNX4Ucs0f2lLaZNk9EREREbSWjQMNMGSJqdQzKEBEREVGncqyqrvffBvkxIENEREREbUKl1mLWunjoDQI2MsDVwdbaUyKiLoJBGSIiIiLqNErKK3H0Sj4A4MXbBjIgQ0REREStTqXWYnZsPLKLtQAAgwDu+vAwVGqtlWdGRF0BgzJERERE1GkcvJSLCr1AmJczenm7WHs6RERERNQFxSUqkZqvgRDV+1LzNYhLVFpvUkTUZTAoQ0RERESdxr7zKgDAhP6+Vp4JEREREXUFKrUWHx9INsuCiYkMhLerg7RtK5Mh1NMZMZGB1pgiEXUxDMoQERERUacghMDeczkAgIkDGJQhIiIiopYxlSlbtjMJs2PjpcCMl6sjXGr0kOnZw4m9DImo1TAoQ0RERESdwrmsYmSptZDb2yCql6e1p0NEREREnZgpIJOWrwEApBdopMDMtpNXkZpfBncnOzxzSz8GZIioVdlZewJERERERI2xt6p02Zje3pDb2zYwmoiIiIiobqa+MSYGYewb82l8Kj47nAIAeHxCHzw6vreVZkhEXRUzZYiIiIioU9jH0mVERERE1EpiIgMR4ulca/9HvyejqKwSNjLg1gh/K8yMiLo6BmWIiIiIqMMr0lTgeFoBAGBCfx8rz4aIiIiIOjtfhRwrZw+Vtt3kxoJCOr1B2vfAJ0elPjNERK2FQRkiIiIi6vAOXMqB3iDQz88VPXvUfqKRiIiIiKipCjUVAAB/hSP+MaaX2TFTObO4RKU1pkZEXRiDMkRERETU4e01lS7rz9JlRERERNQ6LueUAgCiwr0wJyoEoZ7OsJUZj9nayBDq6YyYyEArzpCIuiIGZYiIiIioQzMYBPZfUAEAJjAoQ0RERESt5HJOCQCgt48rfBVybF0QLWVl9/RwwtYF0fBVyK05RSLqguysPQEiIiIiovqcVhYht0QHV0c7jAzrYe3pEBEREVEXUTMoA0AKzMQlKhETGciADBG1CQZliIiIiKhDM5UuG9fXG/a2TPQmIiIiopYTQiC5qnxZb18Xab+vQo6Hx4Vba1pE1A1wVUtEREREHdre88bSZewnQ0REREStJa9Uh6KyCshkQJiXS8MnEBG1EgZliIiIiKjDOpepRkJ6IQBgfH8f606GiIiIiLqMyypj6bKePZwgt7e18myIqDthUIaIiIiIOiSVWos5nxwBANjbyiCz8nyIiIiIqOu4bCpdVtVPhoiovTAoQ0REREQdjkqtxezYeOSX6AAAlXqB2bHxUKm1Vp4ZEREREXUFl3OMmTIMyhBRe2NQhoiIiIg6nLhEJVLzNRBV2wJAar4GcYlKa06LiIiIiLoIBmWIyFoYlCEiIiKiDicmMhCB7nJp29ZGhlBPZ8REBlpxVkRERETUVVQHZVysPBMi6m4YlCEiIiKiDsdXIcd9USHSdk8PJ2xdEA1fhbyes4iIiIiIGqat0COjoAwA0NuXmTJE1L4YlCEiIiKiDun0VTUAYEJ/HwZkiNrZ1atX8fe//x1eXl5wcnLCkCFDcOzYMWtPi4iIqFVcyS2FEIC7kz28XBysPR0i6mbsrD0BIiIiIqJrGQwCh6/kAQCeuLkvAzJE7aigoABjxozBxIkT8dNPP8HHxwcXL15Ejx49rD01IiKiVlGzdJlMJrPybIiou2FQhoiIiIg6nKQsNQo1FXBxsMWQIHdrT4eoW3nzzTcRHByMjRs3Svt69eplxRkRERG1rsuqUgBAbx+WLiOi9sfyZURERETU4cRfNmbJjOrlCXtbfmUlak9xcXEYOXIkZs+eDV9fXwwfPhzr16+v95zy8nKo1WqzFxERUUclZcqwnwwRWQFXuERERETU4RxONgZlRvf2svJMiLqf5ORkrFu3Dn379sXPP/+Mxx57DE888QQ2b95c5znLly+Hu7u79AoODm7HGRMRETVNcq6pfBmDMkTU/hiUISIiIqIOpVJvwJHkfABAdLi3lWdD1P0YDAZcd911+O9//4vhw4fjkUcewfz58xEbG1vnOUuWLEFRUZH0Sk9Pb8cZExERNZ7BIHAp2xiUcXdiZwcian8MyhARERFRh3JGqUZxeSUUcjsMClRYezpE3U5AQAAGDRpktm/gwIFIS0ur8xxHR0coFAqzFxERUUd0WlkEbaUBAPDM1r+gUmutPCMi6m6sGpRZu3YtwsLCIJfLERUVhaNHj9Y59syZM5g5cybCwsIgk8mwevXqZl1Tq9Vi4cKF8PLygqurK2bOnIns7OzWfFtERERE1ALxVaXLru/lBVsbmZVnQ9T9jBkzBufPnzfbd+HCBYSGhlppRkRERK1DpdZi3qY/pe2rhWWYHRvPwAwRtSurBWW++uorLF68GK+88gpOnDiByMhITJ48GSqVyuJ4jUaD8PBwrFixAv7+/s2+5tNPP40dO3Zg69at2L9/P5RKJe688842eY9ERERE1HSHLrOfDJE1Pf300zh8+DD++9//4tKlS9iyZQs++ugjLFy40NpTIyIiapFvjmcgp0QnbesNAqn5GsQlKq04KyLqbqwWlFm1ahXmz5+PuXPnYtCgQYiNjYWzszM2bNhgcfyoUaPw9ttv45577oGjo2OzrllUVIRPPvkEq1atwk033YQRI0Zg48aNOHToEA4fPtxm75WIiIiIGqdCb8CxlKp+MgzKEFnFqFGjsG3bNvzf//0fIiIi8Prrr2P16tWYM2eOtadGRETUIil5pWbbtjYyhHo6IyYy0EozIqLuyCpBGZ1Oh+PHj2PSpEnVE7GxwaRJkxAfH99m1zx+/DgqKirMxgwYMAAhISHNvi8RERERtZ6/Mgqh0enRw9ke/f3crD0dom7rjjvuwKlTp6DVapGUlIT58+dbe0pERETNplJr8fL3p/H1sQwAgK+b8YHvnh5O2LogGr4KuTWnR0TdjF1LTi4uLoabW9MXy7m5udDr9fDz8zPb7+fnh3PnzjVrLo25ZlZWFhwcHODh4VFrTFZWVp3XLi8vR3l5ubStVqubNUciIiIiql98VemyG8K9YMN+MkT1au56jIiIqDtRqbWYGXsI6fllAIBpkYH49+0DEZeoRExkIAMyRNTuGp0pYzAYau277bbbkJqa2qoT6oiWL18Od3d36RUcHGztKRERERF1SewnQ2RZd16PERERNZdKrcXs2HhkVAVkAOBEWgEA4OFx4QzIEJFVNDooEx8fj7Fjx+KXX34BAOTn5yMnJwfTpk2Dq6srFAoFXF1dYW9v3+C1vL29YWtri+zsbLP92dnZ8Pf3b+JbaPw1/f39odPpUFhY2KT7LlmyBEVFRdIrPT29WXMkIiIiorqVV+pxPNW4SGY/GSJzrbkeIyIi6i7iEpVIzddA1NiXXlCGuESl1eZERNSknjIGgwHLli3DggULEBsbi4ULF8JgMODMmTP466+/0LNnT1y6dKnB6zg4OGDEiBHYvXu32bV3796N6Ojopr+LRl5zxIgRsLe3Nxtz/vx5pKWl1XtfR0dHKBQKsxcRERERta6TaYUorzTAx80RvX1crT0dog6ntdZjRERE3UVMZCB69nCStm1tZAj1dEZMZKAVZ0VE3V2TgjJ9+vTB77//DrlcjjVr1uDRRx+FEAKhoaEICwuDg4MDQkNDG3WtxYsXY/369di8eTOSkpLw2GOPobS0FHPnzgUAPPDAA1iyZIk0XqfTISEhAQkJCdDpdLh69SoSEhLMFh0NXdPd3R3z5s3D4sWLsXfvXhw/fhxz585FdHQ0brjhhqZ8FERERETUyg7V6Ccjk7GfDNG1WnM9RkRE1B34KuR4bVqEtN3TwwlbF0SzbBkRWZVdYwZ9+OGHqKysBAAkJSVhz549CAkJwYULF5q9YL777ruRk5ODpUuXIisrC8OGDcOuXbvg5+cHAEhLS4ONTXXMSKlUYvjw4dL2ypUrsXLlSowfPx779u1r1DUB4H//+x9sbGwwc+ZMlJeXY/Lkyfjggw+a9R6IiIiIqPUcZj8ZIovaYj1GRETUXRRrKwAAwT0YkCGijqFRQZmUlBR8/PHHcHBwwJEjR/Dll1/CwcEB//nPfwAAr732GgBjb5bXX38dS5YsgZ1dw5detGgRFi1aZPGYKdBiEhYWBiGExbGNvSYAyOVyrF27FmvXrm3wWkRERETUPlLzSnEsNR8AEB3OoAxRTW21HiMiIuoO0vI0AIDre3kxIENEHUKjypctX74caWlpeOKJJ1BQUIDLly9j8ODBSE9Px9ixY5GVlQWVSoWZM2ciJSWlUcETIiIiIiIAUKm1mB0bD4Mw1vl2sm9ShV2iLo/rMSIiouZLzTcGZUK9nK08EyIio0Y/PuXk5IRnnnkGFRUVsLOzQ0FBASIiIvDQQw/h+uuvb8s5EhEREVEXZQrI5BSXAwAMBoG7PjzM0hJE1+B6jIiIqHlMmTIMyhBRR9GkxxBlMhk+/vhjTJw4EdHR0Zg6dSoXAERERETUbHGJSqTma2B6rl/A+DRjXKLSmtMi6pC4HiMiImq61PxSAECIJ4MyRNQxyEQjcttDQkIgl8shhEBqairCwsJQUlICV1dXs3FCCFRWVuLw4cPw8/Nrs0lbm1qthru7O4qKiqBQKKw9HSIiIqJOS6XWYsYHh3C1sAwAYCuToSebsHY4/P5rXZ1xPca/GSIi6gi0FXoMeHkXAODEy3+Dp4uDlWdERF1ZY78DN6p82a+//gq5XA69Xo+RI0fi5ptvxjfffIMxY8bgqaeegoeHB4DqRYCPj0+rvAkiIiIi6tp8FXLcOTwI7+29BAAMyBBZwPUYERFR86RX9ZNxdbRDD2d7K8+GiMioUeXL+vfvj9DQUAQFBcHOzg7r1q1DSkoK+vbtixkzZmD37t0IDQ1FWFgY+vTpAxsbNmclIiIiosY5cCkXAHDrYD8GZIgs4HqMiIioeVKr+smEeDpDJpNZeTZEREZN+rbu6OiI8+fPo7i4GC4uLnjxxRexf/9+9OvXr63mR0RERERdmLKwDAnphZDJgNemRTAgQ1QPrseIiIiaJrUqUybUi/1kiKjjaPIjVEePHkVUVBRMrWiCg4MxduzYVp8YEREREXV9u05nAQBGhvZgQIaoEbgeIyKirkal1uLjA8lQqbWtfu20vFIAQAiDMkTUgTQpKFNcXIxFixZh3rx5TPkjIiIiohYzBWWmRARYeSZEHR/XY0RE1NWo1FrMjo3Hsp1JmB0b3+qBGSlTxtOlVa9LRNQSdo0dWF5ejlmzZmHChAno378/evbsCQcHB7MxBoMBOp0OSqWy1SdKRERERF2LqliLP1PzAQC3RvhbeTZEHRvXY0RE1NWYAjLpBcbASUZhGWbHxrdqj8E0li8jog6owaBMSUkJrly5gvnz5+Omm27Cf//7XxQVFWHXrl2wt7c3G2swGFBeXt5mkyUiIiKiruPnM9kQAogM9kCgh5O1p0PUIXE9RkREXVVcolLKZAEAvUEgNV+DuEQlHh4X3uLr6w0CGfllAIAQTwZliKjjaDAo8/777+Pf//43XnjhBbzxxhsAAHd3d7i7u7f55IiIiIio6/rpVCYA4DZmyRDViesxIiLqqmIiAxG7/zJyS3QAABsZENzDGTGRga1y/Sy1Fjq9AXY2MgS4s3chEXUcDQZlnnjiCfj4+OCNN95ASUkJ3nzzTRQUFGDXrl0IDAyEr68vQkJC4OXl1R7zJSIiIqIuIL9UhyNXjKXL2E+GqG5cjxERUVflq5DjupAe+OVsNgDA1dGuVUuXpeaVAgB69nCCnW2T2moTEbWpBv8fydnZGfPmzUNSUhIMBgPGjh2LS5cu4ZdffsFHH32E5557Dtdddx2GDh2Kb7/9tj3mTERERESd3K9ns6A3CAwKUCCENb6J6sT1GBERdVUVegPik/Ok7YGBilYLyABAWp6xNFqIl0urXZOIqDU0mClj4ujoiPfeew9Lly7Fv//9b/zyyy+Qy6v/j3LXrl34xz/+gaNHj+LNN99sk8kSERERUdfw46ksAMBtQ1i6jKgxuB4jIqKu5uiVfBRrKyGTAUIAV3JKW/X6pn41oewnQ0QdTIOZMrt27UJcXJy0/dprr2HQoEHIyMgwG3frrbdi//79kMlkrT9LIiIiIuoyisoqcOhyLgDgVpYuI6oX12NERNRV/VpVtuy2Icbvg6ricuSVlLfa9U2ZMqHMyiaiDqbBTJnLly/jrbfewr/+9S9Mnz4d9vb28PT0xIYNG2qNFUKgoqKiTSZKRERERF3D7qRsVOgF+vm5oo+vq7WnQ9ShcT1GRERdkRBCCspMHxaE01eLkJqnwbmsYozp49gq90irypQJYaYMEXUwDWbKLFy4EKmpqVizZg2OHz+OFStW4OjRo/D394efn5/Zy8PDAx4eHu0wbSIiIiLqrEyly5glQ9QwrseIiKgrOpdVjKuFZXC0s8HYPt4Y4O8GAEjKVDf7miq1Fh8fSIZKrQUApOYZy6GFsqcMEXUwje4pM2XKFEyZMgXbt2/HggUL0KtXL6xfv74t50ZEREREXcyV3FLsPa8CAEyJYD8ZosbieoyIiLqS36qyZMb19YaTgy0GBijw85lsJGUWN+t6KrUWs2PjkZqvwWfxqfj4wZFQaysBAMGeTq02byKi1tDooIzJtGnTEBUVhfT09LaYDxERERF1UcbF8iHoDQJ2NjJ4Ottbe0pEnQ7XY0RE1BX8dDoTAHB9mCcAYIC/AkDzMmVUai1mxcYjvapcWXqBBn//5AgAwMXRFiXaSjg7NPknUCKiNtNg+TJL/P39MWrUqNaeCxERERF1UaanF/NKdAAAvUHgrg8PS+UliKjxuB4jIqLO7IyyCGerMmI+PZwKlVqLQQHGoMwlVQkq9IYmXS8uUYm0fA1E1bZBANnqcgBAabkes2Pj+Z2TiDqUZgVliIiIiIiaIi5RidQai2UBIDVfg7hEpTWnRURERETtSKXW4v5PjkrbmUXGB3ccbGVwcbCFTm/AldzSJl0zJjIQLo62dR7PKCxjYIaIOhQGZYiIiIiozcVEBsLDqbpcma2NDKGezoiJDLTirIiIiIioPcUlKpFfqpO29QaB1HwNfjiViQEBzSth5n5NSdya3zlr3oMPAxFRR8GgDBERERG1OS9XR8jtq59g7OnhhK0LouGrkFtxVkRERETUnmIiA2FvK5O2az6oM8DfDQCQVFXarLH2n89BabkePq6OePG2AdgyPwqhns6wtZHVugcRUUfAoAwRERERtbnfL+QgS62Fm9wOz9/anwEZIiIiom7IVW6HSr2Qtms+qDOwmZky26syYKYPD8QjN/bGoEB3bF0QjZ4eTrXuQUTUEdhZewJERERE1PV9cSQVADB7RDAem9DHyrMhIiIiImtIyiyGAODl4oDHJvRGTGSgFCwZGGDMlDmX1figTEl5JXYnZQMAYiKDpP2+Cjm2LohGXKLS7B5ERB0BgzJERERE1KaUhWXYc04FALgvKsTKsyEiIiIiazmjLAIARAZ74OFx4WbH+vsbM2Wy1eXIL9XB08Whwev9ejYL2goDenm7ICJIYXbMVyGvdQ8ioo6A5cuIiIiIqE199Wc6DAKI6uWJPr6u1p4OEREREVnJqQxjUCYiUFHrmKujHUI8nQEA7/xyHiq1tt5rqdRavL/nEgBgamQgZDJZveOJiDoKBmWIiIiIujCVWouPDyQ3uKhtK5V6A778Mw0AMOeGUKvMgYiIiIg6htNKY2myiCB3i8fDvY1BmS+OpGF2bHyd32FVai3uXHcIl3NKAQBjenu1wWyJiNoGgzJEREREXZRKrcWs2ENYtjMJs2IPWSUws+ecCtnqcni6OGDyYL92vz8RERERdQzaCj0uZhcDsByUUam1OJleJG1nFJZZDMyo1FrMjo2HsrBM2vfcN39Z7SEkIqKmYlCGiIiIqAsyLVbT842L1bT8Mtz+3h/tvlj94ogxS2b2iJ5wtLNt13sTERERUcdxPqsYlQYBTxcHBLjLax2PS1SiqKxC2tYbBFLzNYhLVNYal5qvgUFU77M0joioo2JQhoiIiKgLMi1Wa6xVkVNcjnvXH0ZyTkm7lDVLz9fg94s5AIB7rw9ps/sQERERUcd3WlnVTybI3WL/l5jIQKmnDADYyIBQT2fERAbWGhdYI6hjW8c4IqKOikEZIiIioi4oJjIQvm6O0rZp2Xs5pxS3/G8/Jq3aj2U7k+qt1d1SX/6ZBiGAsX28Eebt0ib3ICIiIqLO4fTVqqBMoMLicV+FHN8siIZCbgcAcLSzxdYF0fBVyGuNm9DfR9ru2cPZ4jgioo6KQRkiIiKiLshXIccNvaobnoZ4OmProzcgurcnKg2AWlsJAEjL1+DWdw/gj4u5qNQbWi2D5mqBBpsOpgAA5kQxS4aIiIiouzt9VQ3Acj8ZE1+FHLH3jwAAVOj1sLet/dOlrtKAXWeyAQB3jezJgAwRdTp21p4AEREREbW+Cr0Bv18ylg6bExWCJ2/uC1+FHDf190X85XxpnACQX6rD3z85Aid7GxgEUF5pwOZDKfj2sdHNWuCq1FpMW3sQpTo9bGTA0J51L7yJiIiIqOvTVRpwPqsYADCknqAMAIzu7Y2IIAVOX1UjLlGJB0eHmR3/LSkb+aU6+Lo54r8zhsDOQuCGiKgj4/9rEREREXVBhy7noVBTAW9XB7w2LUIKrkwbFoRQT2fY2hgLmskAyO1s4GRvg7IKA8orDQCAjMKyZpU2U6m1mB0bj9wSHQBACOC+9UfatHcNEREREXVsF7KLodMboJDboWcPpwbHz7yuJwDg2xMZtY599Wc6AGDWiJ4MyBBRp8T/5yIiIiLqgn78KxMAMHmwvxSAAYwlIbYuiEZPD+NiOMTTGb8/NxFP/62f2flCAKn5GsQlKpt037hEJVLzNdXXQfOuQ0RERERdxxllVT+ZIHfIZLIGRhv7I9rZyPBXRhEuZhdL+5WFZfj9ojEb/K6RwW0zWSKiNmbVoMzatWsRFhYGuVyOqKgoHD16tN7xW7duxYABAyCXyzFkyBD8+OOPZsdlMpnF19tvvy2NCQsLq3V8xYoVbfL+iIiIiKyhQm/Az2ezAAC3Dw2oddwUmHnp9oFSDe7ppgyaGovkIA8nxEQGNuneMZGBkNtVf8W0tZEh1NO5ydchIiIioq7j6BVj+dxwb5dGjfdydcTEAb4AgKXbT0tZ1xsPpkAI4LoQD4Q18lpERB2N1YIyX331FRYvXoxXXnkFJ06cQGRkJCZPngyVSmVx/KFDh3Dvvfdi3rx5OHnyJKZPn47p06fj9OnT0pjMzEyz14YNGyCTyTBz5kyza7322mtm4/75z3+26XslIiIiak81S5dF9fKyOMZXIcfD48KlsmZSBk2NchKzRgQ1uadMekEZtFUl0ACgp4cTm68SERERdWMqtRY7qrK4d53JanRZ20kD/AAA8cn5mPLuAaz4KQkbDl4BYMzEZnlcIuqsrBaUWbVqFebPn4+5c+di0KBBiI2NhbOzMzZs2GBx/Lvvvotbb70Vzz77LAYOHIjXX38d1113Hd5//31pjL+/v9lr+/btmDhxIsLDw82u5ebmZjbOxYWRdSIiIuo66ipd1hBTYGbyYOMC+OClvCbf+709FwEAU4cGmGXiEBEREVH3o1JrMSs2Hrqqh3YKSnWN6luoUmuxdt8laTuvVIfY/cnQGwQAoFBT0az+h0REHYFVgjI6nQ7Hjx/HpEmTqidiY4NJkyYhPj7e4jnx8fFm4wFg8uTJdY7Pzs7Gzp07MW/evFrHVqxYAS8vLwwfPhxvv/02Kisr651veXk51Gq12YuIiIioI2qodFlDfBVyvBozGABwPK0AquLGL3RPZRRh3/kc2MiAf93S3ywTh4iIiIi6n7hEJdJq9BvUN7Jv4bXnXUtvEOxbSESdllWCMrm5udDr9fDz8zPb7+fnh6ysLIvnZGVlNWn85s2b4ebmhjvvvNNs/xNPPIEvv/wSe/fuxaOPPor//ve/eO655+qd7/Lly+Hu7i69goPZSIyIiIjalkqtxccHkpv89F9jSpc1JMDdCZHBHhAC+PVsdqPPM2XJTBsWxBrfRERERISYyEC4ye2k7cb2G4yJDDT2O6zK+raRAXY2MtjKmnYdIqKOyGrly9rahg0bMGfOHMjl5k9nLl68GBMmTMDQoUOxYMECvPPOO3jvvfdQXl5e57WWLFmCoqIi6ZWent7W0yciIqJuTKXW4s51h7BsZxJmrjvUpMBMc0uXXevWwf4AgF2nLT8Ac62kTDV+OZsNmQxYOLF3s+9LRERERF2Hj5sjXByqgzKN7Tco9Tv0MPY7DO7hjLhFY9Czh3OTrkNE1BFZJSjj7e0NW1tbZGebP3mZnZ0Nf39/i+f4+/s3evyBAwdw/vx5PPzwww3OJSoqCpWVlUhJSalzjKOjIxQKhdmLiIiIqC2o1FrMjo1HRkEZACCjoKzR9bJbWrqsJlNfmfjLeSjSVDQ4/v29xprft0UEoI+vW4vuTUQdy4oVKyCTyfDUU09ZeypERNTJnFGqkaXWQm5ng+cn929SIMUUmDH1KRwU6G62zYAMEXVWVgnKODg4YMSIEdi9e7e0z2AwYPfu3YiOjrZ4TnR0tNl4APj1118tjv/kk08wYsQIREZGNjiXhIQE2NjYwNfXt4nvgoiIiKj1xSUqkVqjfrZA4+puA61Tuswk3McV/f3cUGkQ2H2u/hJml1Ql+PGUMUNn0U19WnRfIupY/vzzT3z44YcYOnSotadCRESd0M9njA8MTRzgi8cm9mlyIMVXITfrU3jtNhFRZ2S18mWLFy/G+vXrsXnzZiQlJeGxxx5DaWkp5s6dCwB44IEHsGTJEmn8k08+iV27duGdd97BuXPn8Oqrr+LYsWNYtGiR2XXVajW2bt1qMUsmPj4eq1evRmJiIpKTk/HFF1/g6aefxt///nf06NGjbd8wERERUSOM7u0F2TVVxxztbDC1EZkvrVW6zGRyRMMlzFRqLZ7+6iSEAP42yA8DA5hRTNRVlJSUYM6cOVi/fj3XS0RE1Cym75GTB1uujENE1B1ZLShz9913Y+XKlVi6dCmGDRuGhIQE7Nq1C35+xlIZaWlpyMzMlMaPHj0aW7ZswUcffYTIyEh88803+P777xEREWF23S+//BJCCNx777217uno6Igvv/wS48ePx+DBg/HGG2/g6aefxkcffdS2b5aIiIiokdbsvgQhAAdb49c0GYDySgNOpBXWe97VAg22J14F0PLSZSamvjL7L+RAo6usdVyl1mL6Bwdx6qoaADAnKqRV7ktEHcPChQtx++23Y9KkSQ2OLS8vh1qtNnsREVH3dklVgouqEtjbyjBxACvUEBGZ2DU8pO0sWrSoVqaLyb59+2rtmz17NmbPnl3vNR955BE88sgjFo9dd911OHz4cJPnSURERNQefjqViV1nsmBnI8PGuaOQlKlGZmEZPjmYguU/ncNNA/+fvfsOb7Jq/wD+TdK9W0pZLXsP2aNlDxkiyBQUBVREQFBEeRUXblQU2UOUIYLyYxcElL1aNpS96aaEznQlbZPz+yPkoWnSSduk7fdzXb3eN0+e58k5JYnn7n3OfXxgb6MwuU6pUmPo0iCoM3WQy4A6lZyLpT1NqrmippcTwuPTcPTWI/Rv/iTZo1SpMWJ5MKITn+x1M3vHVWya5MZyEkTlwN9//43z58/jzJkzBTp/zpw5+PLLL0u4VUREVJYYSpcF1POGu6OthVtDRGQ9LLZShoiIiIieSErLxGc7rgIAJveoh871vTGha13M6NsIPq72CI9Pw9qgUJPrDAkZZbIGACAEMPrXk1Cq1CbnFpZMJkO/ZvpVzDlLmG2/GIXwbHvfAAXf+4aIrFtERATeffddrF+/Hg4OBUuyzpo1C0lJSdJPRERECbeSiIismVKlxp8nwwAA/ZuzdBkRUXZMyhARERFZgW/+uYbYFA3qVXbG1F71pePO9jaY2a8RAGDRgTuIS9EYXbf6xH1EJaZLjwWKNzliCKIPXFciI0unfw0hcONBstF5CrkMtbycMLhl9WJ5XSKynHPnzkGpVKJNmzawsbGBjY0Njhw5goULF8LGxgZardbkGnt7e7i5uRn9EBFRxWSYNPQgST9JqLWfh2UbRERkZZiUISIiIrIgpUqNj7dexqZzkZDJgB9HPGNSomx4G180r+GGZE0Wftl/Szp+OTIJf582no1e3MmR1n6eqOxqj2RNFoLuxkIIge/33sDWC/r9a7xd7AAAvh6O2DTJn6XLiMqB3r174/Lly7h48aL0065dO4wZMwYXL16EQmFaRpGIiAjQj21HLg9GdNKTSUNvrTtXLKu4iYjKC4vuKUNERERUkSlVagxfHoSIeH3QOrKtL9rW8jI5Ty6X4dOBTTH615NYfzIcTnY2aOnnjg83X0aKJguNqrogVaNFZEJ6sSdH5HJ9CbM/T4Zjwf7bOHU/HiuO3AMAfD+sBXo19kFgSDQGt6zOhAxROeHq6ormzZsbHXN2dkalSpVMjhMREWUXGBKNsFxK3E7oWtdCrSIisi5MyhARERFZgGEWYWTCk1mEwXfjoFSpzSY3OtWthB4NvXH4Vix+PXpPOu5ftxJ+HdsW6RnaEkuOdKxTCX+eDMeFiERciEgEAHw6sAlGd6gJAAywiYiIiAgAMLhldSw9fBfxqRkAAIVMBl9PR5a4JSLKhkkZIiIiIgswN4swIiE911mESpUat5QpRsccbRX4YUQLuDrYwtXBtkSSI0qVGnP/vWl0zN3RloE1UQVz+PBhSzeBiIjKAFcHW8hlTx77erLELRFRTtxThoiIiMgCBresjhoejtJjhSzvvWACQ6IRnWhcizs9U4v/rj4s0XYGhkQjPEfyKCk9E4Eh0SX6ukRERERU9qw6cR+xKRmo5u6AjwY0YkKGiMgMJmWIiIiILMDHzQEj2taQHuc3i3Bwy+qo5eUExeOphwp53kmc4mKp1yUiIiKisuVmTDIW7r8NAPiwf2NM6l6fCRkiIjOYlCEiIiKykJP34gEAzzatku8sQh83B2ya5A/fx6trfD1KpxSEpV6XiIiIiMoOpUqNEcuDoNHqYKuQoVMdL0s3iYjIanFPGSIiIiILSEjNwJlQfVLm8+ebFijJYUiQBIZEY3DL6qWWGLHU6xIRERGR9VOq1Bi6NAjJ6iwAgFYnMOrXk5zIQ0SUC66UISIiIrKAgzeU0AmgcVVX+Hk5Ffg6HzcHTOhat9QDXEu9LhERERFZt8CQaEQlpkuPdQIIi0/jHoRERLlgUoaIiIjIAvZdewgA6Nu0ioVbQkRERERUdIOeqQabx/sPAtyDkIgoP0zKEBEREZUydaYWR28/AgA827SqhVtDRERERFQwSpUavx27B6VKLR0Li09Hlk7AkJbhHoRERHnjnjJEREREpSzobizSMrSo5u6A5jXcLN0cIiIiIiKzlCq1tK8gAIxcHoyw+DSsCw6TEi+bz0UAAAY9Ux3P+LlzD0IionwwKUNERERUygyly/o0qQKZTJbP2UREREREpU+pUmP4siBEJKRj/v5byNQKaLJ0AIDIxHSMXB6MP97ogN2XYwAAr/jXQoc6XpZsMhFRmcDyZURERGQx5soflHc6ncD+60oAwLPcT4aIiIiIrJBSpcbQpfqEDACkaLRSQgYAtDqBsPg0zNt3CymaLNT0ckL72p6Wai4RUZnCpAwRERFZhFKlxsjlwfjmn+sYuTy4wiRmLkYm4lGyBq72NuhUt5Klm0NEREREZGLj2QhEJabneU4ND0c8SNSP4Ye38eUKcCKiAmJShoiIiEqdUqXGsKVBCE9IA/Ck/EFFSMwYSpd1b1QZdjYcihERERGRZWVfva5UqbHiyF0cuKY0Okchl6GGhyNqeDhkOwacDo0HAAxrU6NU20xEVJZxTxkiIiIqVUIIfLfnBiKzzbwzlD8IDInGhK51Ldi6kmdIyrB0GRERERFZmlKlxojlQQiPT8eq4/cBGRD9ePWLg40Mns72eJCkhq+HIzZN8gcA/BEcirXBoQiP14/n7W3ksOdkIyKiAuM3JhEREZWa+NQMTN1wAdsvRJk85+Zgg4EtqlmgVUVX2D1x7sem4o4yBTZyGXo08inh1hERERER6ZkbtypVagxZekJKrkQnqaWEDAC4Otrh93Ht8OnAJtg0yR8+bg7wcXPAWP/acLR9Ms87U6urMKveiYiKA5MyREREVOKUKjVmbg5Bn58P45/LD2Ajl+HNrnVQ08tROkelzsKHWy8jKS2z0MmOkpZbEJvbnji5tX/ftRgAQKe6leDuaFs6jSciIiKiCk2pUmP4siCTceu2C1FGSZicHiVrEHQ3DhO61oWP25OyZYEh0VAma6THOgFp1TsREeWP5cuIiIioRIXHp2LA/GNIzdACAOp6O2HB6DZo4euON7vWRWBINBxsFfjmn2s4eusRnl98DFqtQHSSGuuCw6RZeZZiSL6Exafhj+Aw/Di8BcLi0jBnzw0kpWfq+5iQhgELjuHT55vA08kOn2y7gqjEdKP2K1X6/gAsXUZEREREJUupUiMwJBptanlg/KozUKmzAACRCWkYuTwYmyb5IypbOeGcFHIZfD0cMbhldZPnBresjnXBYYhMTIdWJ/I8l4iITMmEEMLSjShrVCoV3N3dkZSUBDc3N0s3h4iIyGopVWo8+8tRKXkhA+Dn5YjNkwJMEi1Xo5PwxpqziMm2usQQ4FkqMWMo6fAgUY2iDpjcHW3x3rMN8OvRe9JMxB1TO6Olr0extZOopHH8S4XF9wwRFZUhmTC4ZXWLTswpy7JPKpLL9CtZcmrt54ELEYkAgMoudniUkoEaHo6QAYhMTEctL6c8x+DZXyO/c4mIKoqCjoFZvoyIiIhKzOZzkVJCBgAEgPD4dLOlDZpVd8foDn5Gx7Q6YdFSCH+fiUC0mYRMFVd7ONspIHv8WAbAwVaOyi52JvdISs/EF4HXjEpDvLPhgtWUZiMiIiKyFnmVh6WCUarUGLE8GOHxaQCeJGRkMuPzDAmZYa1r4J93uuLTgU2wbUoAtk4JMNpDJjc+bg7YNMm/QOcSEZExJmWIiIioxGRqdUaPFXIZank55Vra4OUONeHr+WSfGYUMeZ5fkjK1Ohy99cjomKE9O6d1waEPeqCmlxMAoKaXE47O7Il/3umKWl5OUMj1Ua9cBtgpZCb3Zs1tIiIiImOGhExEgj6ZEJmYzsRMISlVavxv8yWEx6eZTCryeLyfYc6R6dmweACQ9o3xcXMw2UMmN4U5l4iInmBShoiIiEpERpYOf5+JAAB4OetXkORXiszHzQFbJwfAwVY/RHFxsLXYzLtvdl3D2bAEONrKUc1d//q+nk9KM5ibHWg45uuhTyz5eTph+9ud9Ymax9MT80tMEREREVVEgSHRCItPk1Z2WHrFdFljKLt7OOekosdjz/UTOqJPEx+TZE1uq9iJiKjk2Fi6AURERFQ+bb8YhQdJalR2tceWyf747+rDAtUG93FzwIf9GuPLXdfg7miDyq72pdTiJzacCsfa4DDIZMCC0a3Rys/DbG1zw+zA7AyJmeznb5rkL9XctuQeOURERETWanDL6lhw4DaSH29IL4N+NTInsuRPqVLjhSUn8CAp296MMhm0QhiNPb8b2gK3HwYjMjEdWp2Q9m/k75iIqHRxpQwREREVO51OYPmRuwCACV3qoKaXc6FKG4xs7wcHWznC49NxOSqpJJtq4tS9OHy+4woA4IO+jdC3WdVCl2bIeT5rbhMRERHlrbKrPdwel9gC9HsRTu/TgOOmAth2IcooIQMAWiHQp4mP0dgz56puThYiIrIMJmWIiIio2P13LQb3HqXCzcEGYzrVKvT1LvY26NOkCgBg+4XSK6dwITwB49ecQZZO4PlnqmFKj3rFdm/W3CYiIiLK3W1lCqIS0mGrkKFNTQ8AwE//3cKyw3e4r0w+1Jlao8eGkmXfDW1hMvbkZCEiIstjUoaIiIiKlRACSw/rV8mMC6gNF/uiVUsd0qoGAGDnpWhodTmrXxe/+7GpeHFFMNIztLBTyDGzXyPIZDm3QiUiIiKikrDv2kMAQNcGlbHujY6o7GKPqMR0/LD3JkYuD2ZiJhcPVWqsPHYfQOH2ceRkISIiy2FShoiIiHKlVKnx27F7hQqCT9yJw6XIJDjYyjE+oHaRX7tbw8rwcLLFo2QNgu7GFukeBW3/+bB49P3lCDK1+uSPVqfD2N9PM/gnIiIiKiX/XY0BADzbtApSNVkQ2bakj0xIY2LGDKVKjddWn0aKJgut/Dywe1oXroAhIioDmJQhIiIis5QqNUYuD8Y3/1w3CYLzSnYsPXwHADC6fU1UcrEv8uvb2cgxsEU1AEUrYXbnYQr6zz9qtv3ZHb6pxEsrT0kJGQDQCiAsPg2BIaVXOo2IiIioonqoUiMkMgkyGdC7iQ8CQ6IRm5IhPc+xmSmlSo3nFx3HtQfJAIAZzzZEVQ9HroAhIioDmJQhIiIiE0qVGkOWnkBYfBoAIDw+DX1/OYqNp8Nx6l4cRuSSrDl4Q4mgu3FQyIA3u9V96nYMaa0vYfbv1RiTWtl5OXb7EfovOIr4tEyp/YMXn5DaqlSpsfLoXfyw9wZeW3MGmiwd7GzkUDyuVmaowz24ZfWn7gMRERER5c1QuqyVnwd8XB0wuGV11PJygjxbJVmOzZ5QqtQYsTwIymQNAEAG4LPtV7iSiIiojGBShoiIiEwEhkQjOvFJUCcAJKZn4sOtlzHq15MIz5as6Tf/KHZffoA7D1Pw9vrzAAAHWwVs5U+/H0vbmp6o4eGIFE0W9l9/WKBrtpyLxPjVZ5CVbR8aASDm8cqfnSFRGL4sCN/uvoFlh+9CCOClDjVx4P1u8PV0ApB/HW4iIiIiKj6GpMyzTasAeLIZfVX3J2OxdRM6cGz2WGBINMLj06XHAlxJRERUljApQ0RERCb6NquC7Hvcy2SAs50CPq7G5cgEgIS0TExZfx59fjmC9MerWdIztcVS91sul+GFVvoZkXmVMFOq1Fh+5A5mbLyI9zeFQKsTcLCVQ/G4E4auhMWnYdpfFxGR8CSI9XK2w3t9GsDP0xmbJvmzDjcRERFRKbr3KAXHbj8CAPR9nJQB9ImZbZMD4GynAAAoVRqLtM8a1fdxMXrMVd5ERGULkzJERERk4lxYAoTQB3gAUNPTCYc+6IFd07qgppeTVOZLJgMcbRVwdbAxul5XjHW/DSXMjtxSIjEtw+R5pUqNoUuD8P2em9h6IQoAML1PAxx+vwd8PR317fdyQuDUzmhf29Pk+vjUDKmdPm4OrMNNREREVEqUKjVeXBEMnQBs5DK42huPKau4O6Jrg8oAgDOhCZZootXJyNLh+z03AABOjxNWXOVNRFS2WDQps2TJEtSuXRsODg7o2LEjTp8+nef5mzZtQuPGjeHg4IAWLVpg9+7dRs+PHz8eMpnM6Kd///5G58THx2PMmDFwc3ODh4cH3njjDaSkpBR734iIiMqyv09HAAAmdKljtHLEx80Bmyf5S2W+ano64cjMHjgwozv8PB2lut/FOVuvYRVXNKnmhkytwD+XHxg9F5GQiv4LjiEq8cnKFx9Xe7zcoSaqPg5ODe1/xtcDS15uA98SaicRERERFZzycWnZuBT9pButTuDFFSdNVlq3ezyp5mxofKm30dooVWpMWHsGN2KS4eVsh62TA7jKm4ioDLJYUmbjxo2YMWMGZs+ejfPnz6Nly5bo168flEql2fODgoLw0ksv4Y033sCFCxcwZMgQDBkyBFeuXDE6r3///njw4IH089dffxk9P2bMGFy9ehX79u3Drl27cPToUUycOLHE+klERFTW3HuUglP34yGXAeM71zZZOWKo8Z0zWbNlcgD8SmhPliGPS5htOhOJ347dQ0RCKtYFh2LgguOITzVePaNM1uS68sXHzQFbS7CdRERERFQwgSHRCItPg2EXwNz2RWlf2wsAcDYsAbpsewZWNEqVGi8sOYGjt2MBADOebYjG1dy4ypuIqAySCSEs8l+0jh07on379li8eDEAQKfTwc/PD9OmTcNHH31kcv6oUaOQmpqKXbt2Scc6deqEVq1aYfny5QD0K2USExOxfft2s695/fp1NG3aFGfOnEG7du0AAHv37sVzzz2HyMhIVK9esFmyKpUK7u7uSEpKgpubW2G6TUREZPW+33MDy4/cRc9GlbH6tQ6FulapUiMwJBqDW1Yv1uDwQVI6/OcclB4rZDJoHw9h5DJ9EG8ot1aQREtJtZOovOL4lwqL7xkiyo9SpUafX45AlZ4FIPdxXKZWh2e++A/pmVr89143NKziaqkmW4xSpcaI5UEIj9evDpdBX56Xk4uIiKxLQcfAFlkpk5GRgXPnzqFPnz5PGiKXo0+fPggODjZ7TXBwsNH5ANCvXz+T8w8fPgwfHx80atQIkydPRlxcnNE9PDw8pIQMAPTp0wdyuRynTp0qjq4RERGVaZlaHbacjwQAjGpfs9DXl9SeLAqZDPY2T4YtWiGgkMnwQd+GODyzB2oWcuUL944hIiIisiwXBxtknyac2zjOViFH65oeAIAzFaCEmVKlxm/H7hmVcQsMiZYSMkDuq4qIiKhssMn/lOIXGxsLrVaLKlWqGB2vUqUKbty4YfaamJgYs+fHxMRIj/v3749hw4ahTp06uHv3Lj7++GMMGDAAwcHBUCgUiImJgY+Pj9E9bGxs4OXlZXSfnDQaDTQajfRYpVIVuK9ERERlyaEbSjxK1sDbxQ69m/jkf0EpCQyJhiZLZ3RMKwQcbBWo6eWMTZP8ufKFiIiIqAzZfC4Syeos1PB0xDj/WhjSqkau47h2tb0QdDcOZ0MTMKZjrVJuaelRqtQYtiwIkQnp+CM4DJsfJ6mqeRj/XgyrirgvIhFR2WSxPWVKwujRozF48GC0aNECQ4YMwa5du3DmzBkcPnz4qe47Z84cuLu7Sz9+fn7F02AiIiIrs/FMBABgeFtf2CqsZ5gwuGV11PJygkKmf6yQy1DLy0kKRLnyhYiIiKjs0OoEfj9+HwDwVre6mNitXp7juHa1PAGUrZUy5la85Hf+0KX6hAwAhMenYeDC4zh1Nw4fbbkMAHCx18+t5r6IRERlm0X+2uLt7Q2FQoGHDx8aHX/48CGqVq1q9pqqVasW6nwAqFu3Lry9vXHnzh3pHkql0uicrKwsxMfH53mfWbNmISkpSfqJiIjIs39ERERlUUySGodu6v87+WI765qA4OPmgE2T/OFbyDJlRERERGR9Np+NQFhcGlwdbDCirW++57eu6QG5DIhMSMeDpPR8zy8pBU20KFVqjFwejG/+uY6Ry4MLlJjZdC4SUYnGfXuUosHolSeRrM6CjVyGP15vj08HNuE4mIiojLNIUsbOzg5t27bFgQMHpGM6nQ4HDhyAv7+/2Wv8/f2NzgeAffv25Xo+AERGRiIuLg7VqlWT7pGYmIhz585J5xw8eBA6nQ4dO3bM9T729vZwc3Mz+iEiIipvNp+LgE4AHWp7oV5lF0s3x4QhMcNAlIiIiKjsUqrU+DzwKgBAJgNS1Fn5XuPqYIsm1fR/izkbmlCi7ctNfokWQ8LmWnQSXlhyAuHxaQCAyMT0fBMzUQlp2Hgm3Oxzhm13dELgvY0hLNdLRFQOWKwuyYwZM7By5UqsXbsW169fx+TJk5GamorXXnsNADB27FjMmjVLOv/dd9/F3r178fPPP+PGjRv44osvcPbsWUydOhUAkJKSgpkzZ+LkyZMIDQ3FgQMH8MILL6B+/fro168fAKBJkybo378/3nzzTZw+fRonTpzA1KlTMXr0aFSvzjqcRERUcel0AhvP6leCjmpvXatksmOZMiIiIqKyS6lSY/DiE9JeganqrAKvJGlf2wsAsDYotMAlwYqLISFjSLREJKQZtTt7wmbIkiA8SFJLyRStTiAsPg2BIdFm7x2TmI5+848hPF6/SsbH1R4A4Oloa3SeTiDP+xARUdlhY6kXHjVqFB49eoTPP/8cMTExaNWqFfbu3YsqVaoAAMLDwyGXP8kZBQQEYMOGDfj000/x8ccfo0GDBti+fTuaN28OAFAoFLh06RLWrl2LxMREVK9eHX379sXXX38Ne3t76T7r16/H1KlT0bt3b8jlcgwfPhwLFy4s3c4TERFZmT1XHiAiPh3Odgo816KapZtDREREROVQYEg0YrIlVLTZEg0TutbN89oGVfQruc+GJWDk8uBSXTkdGBKNsMcJGeBJguT3E/dhr5Dj7zMReJSsAQBkaHUm11f3cJD2QgT0SZzAkGg42SnwReA16Rq5DLBVyPFu7wbo16wKJv95HpGJ6dDqBBRyGXw9HI3uQ0REZZNMCCHyP42yU6lUcHd3R1JSEkuZERFRmadUqdHjp8NIy9DCxd4GB9/vzpUoRGSE418qLL5niMicqIQ0dP3xEHSP/xJlSDTkl2BRqtQYtjQIkY/3XFHIZPD1LL09Bh8mpaPb3MPSCh8DuQxSX3LydLJFQlomAKBpdTf89mpb7L4Sg4B6lfDG2rN4kJT7ap9PBzbBhK51pRU4YfFpqOXlxBK+RERWrqBjYIutlCEiIqKCM8ymK+4a0kqVGsOWBSEtQwsASMvIKvWZh0RERERUMdyISYZOPElmFCQhA+hXqhgSMgCgFaLAK2yKw/WYZKOETGUXe8SnZUBrJiNjSDQte6UN9l6Nwe/H7+NatArPLTyOxPRMyPBknxhAv6+ODPrfR87VMIY9FUsiDiAiIsthUoaIiMjKZZ8hty44rFgTJhvPRiAy4UmAqytECQkiIiIiosLYdiEKADCynS8a+LgWONEwuGV1rAsOQ3hCGgz1Xmp5OZVKKS+dTuCHvTcBAC938EPdyi5IVmdhwYHbZs/PnmhqWt0dXk52+GLnNSSm61fN5EzjCAF4PF5VYy5JZdhTkYiIyg8mZYiIiKyYUqXG8GVBUuIkMjG92FayJKZl4J9LD4yOsVY1EREREZWEFE0W9l9/CAAY07EWnvH1KPC1hhUjQ5cGIerxipllr7Qp8ni4MKvQ/zwVhusPVHC2U2Bmv8bwdLaDUqXG9gtRRvu9VHVzwIi2vhjTsabRPTPN7DFjkH1VTdDdOK6GISKqIOSWbgARERHlLjAkGhEJ6dKMOq3uSamGvChVavx27B6UKvO1qmNTNBj960nciEmGh6Mtqrnrg7+ClpAgIiIiIsouv/Hnv1dioM7Uoa63M1rUcC/0/X3cHLBtSgBqeOjHqSfvxRe5nYMXn8A3/1zHyOXBubYXACIT0vDVzmsAAFuFXEqwGJJEvh6OAPRj6G1TAvDesw1NxtEvtKqBml6OkMv0j+UywObxA8PYu2l1d0zoWpdjcCKiCoJJGSIiIivmZGe6qLWau0OeK1kM5c7MBZpKlRq/7LuFEcuCcCMmGZVd7fF/k/yx4+3O+HRgEyZkiIiIiKjQzI0/cyZptl/Uly57oVUNyGSyIr1O9lJeOy/lPUkpt3YOWnwcMY/bFJ6QhqFLg/DLvlsmyRmlSo3nFx1H1uN9Y5I1WUZja0NiJr8xtI+bAzZPCoCfpxMAwM/TCYFTOfYmIqrIWL6MiIjISilVavz47w0AgJuDDVTqLABAllbAzJ6i0jXPLTyG2JQMAEB4fBr6zT+KOcNaoGEVV7z6+2mp5ENlF3tsnNgJdSu7AABrVRMRERFRoSlVaoxYHoTweP0YMzwhDYMXn4CNXIbIxHSsCw7Dt0Ob4/jtWADAC62erkzuwBbV8PWua7gQnoiI+DT4eTkV+Not5yPxUKWRHgsBRCWmY8GB29h+IcooSbI6KBSJaZnSudlXrBvGzQXd78WQwMleMq1p9cKvFiIiovKBK2WIiIiskBACH265hMS0TDSr7obd73bF+30bonYlJzxK0eCNtWeQlpFldE2qJgtv/nFWSsgA+o1EE9IyMenP8+j18xEpIQMAdjZyuNhzfgYRERERFV1gSLSUkAH0iY4YlRqRj8ed4fFpGLvqNAT0408nO8VTvZ6PmwM61a0EANiVY3/E/MQma3J9LiIhTVoJo9MJBN+NM3peIZehlpdTkfdeNCRwuDKGiIiYlCEiIrJCf52OwKGbj2BnI8f8Ua3g6+mEab0aYN0bHVHJ2Q5Xo1V49++LeJCYjt+O3cOhG0oMXHgMIZFJAABDQQiZDHC0VcDF3jT4jUpMz3dvGiIiIiKivHSu5428ipEJQFrlnanV5buPS0EMepwY2Xo+Ms99bAyUKjW+230da4NDAQCVXexMztEJICw+DX+eDMPbG87jYkQiHGzkqJFt3xiWGyMiouLApAwREZGVCYtLxTf/6DcU/V+/RmhQxVV6zs/LCb+ObQs7Gzn2XXuIvvOP4pt/ruO1NWcQGpeG6u4OWPZKG9R8XMahpqcTjszsgYPv94Cv55MNRp92ph8REREREQD8cTJUvwpGof8TUw0PR1R1c4C5bWPE48TH004M6t+sKhQy4LYyxew+igCkPW2uRSdhxPJg/Hr0HrJ0QNf63tg1rQve7V0fvh6OUMiNG/rb8fvYcyUGADClZz1smxLA/V+IiKhYMSlDRERkRR4kpmPMb6eQlqFFp7peeL1zHZNz2tbywqcDmwAAktVPSpg52Snwx+sdMaB5NZNNR33cHLB18pMNRjnTj4iI8jJnzhy0b98erq6u8PHxwZAhQ3Dz5k1LN4uIrIhSpcY3u67hr9MRAIDFL7fGpwObYNuUAARO7Yyaj8edNnIZFMU8MShTq4OdzZM/aUUmphslZvT73ATjm3+u4/lFxxEenyadey82FTKZDO892whbpwTA9/FKGHdHfVnftAytdO7mc1EAwLJjRERUrJiUISIishJKlRoDFhxDZEI6ZAA+GtAYcrn5YhAZWTqTY2kZWhy+pQRgvma1YYNRzvQjIqL8HDlyBG+//TZOnjyJffv2ITMzE3379kVqaqqlm0ZEVkCpUmPk8mD8dvw+AKB3Ex/0bVZVGn9mH3cGTu0M32KeGBQYEo30zCfjYa1OSCtwlCo1hiw5ISViDKXTDLKX8M3ezvEBppOhwothVQ8REVFO3N2XiIjICkQmpOH5hceRmJ4JQL8XzLt/Xcw1aB3csjrWBYchIiENOqGfdejr4ZjvrENDsoaIiCgve/fuNXq8Zs0a+Pj44Ny5c+jWrZuFWkVE1sCQkIlIeLL65MaDZChVapMJQYZx56ZJ/ggMicbgltWLZWLQ4JbV8UdwmJR4kQGo+XgFzrYLUYhOMr/HjLkxs6GdSpUa2y9EITIhHVohCjy+JiIiKiyulCEiIrKwoDuxeGHxCSkhAzzZaDS3mXmGWX0sR0ZERKUhKSkJAODl5WXhlhCRpQWGRCMsPs1oBUr21SfmmFvF/TR83ByweZI/qrjaAwAEgJ9fbAkfNwekarKMzpXL9CXUgLzHzIbxta+nY77nEhERPQ2ulCEiIrIApUqN9afCce2BCvuuPQSgDxgBFHjliyFwLM5Zh0RERDnpdDpMnz4dnTt3RvPmzc2eo9FooNFopMcqlaq0mkdEjylV6lIZFw5sUQ1z/70JzeNyupZaUeLj5oCd07rgpZUncfdRKn4/fh/eLvb49dg9AEAlZzvEpWbAz9MJy15pg6C7cfn+bji+JiKi0iATQoj8T6PsVCoV3N3dkZSUBDc3N0s3h4iIypiYxHQMWHgMCWmPS5UBeNW/Fsb618Yba84gLD4NtbycODOPiKwGx78V2+TJk7Fnzx4cP34cvr6+Zs/54osv8OWXX5oc53uGqHQYSoqV9DhSqVJjxv9dxPE7cZBBv0LF0uPWmzHJGLDgKHQCqORih7iUDATUq4RfXmyJnZceMLlCRESlpqBxE5MyRVBegtLcZtGU1uwaIqKKKCwuFQMWHENahlY6Vs3dATve7gwfNwd+BxORVSov418qvKlTp2LHjh04evQo6tQx3QTbwNxKGT8/P75niEqBUqXGiMd7vAgBKGQyVHV3wIi2vhjTsWaxjSmVKjWeX3QcymT9Z31mv4awt1FYxbj1nQ0XEHhJXz5NBmDL5AC0qeVp0TYREVHFU9C4iXvKVFCGWTTf/HMdI5YH41JkIi6EJ2Dj6QgMWHAM3/xzHSOXB0OpMr85HhERFZ5SpcboX08aJWQA4EGSWqrBXdz1tomIiIpCCIGpU6di27ZtOHjwYJ4JGQCwt7eHm5ub0Q8RlY7AkGiEx+sTMgCgFQJRielYcOD2U8f1SpUavx27h7Oh8eg3/6iUkJEB+L8zkVaRkFGq1DgfnvDkgAx4b+NF/j2DiIisFpMyFZBSpcYLS04gLD4NABAen4bBi09g6NIgfLj1EuJSM4yOGwYyhsEYBzZERIV3NToJLyw5gQdJashlT/aPUchlqOXlVOo1uImIiPLy9ttv488//8SGDRvg6uqKmJgYxMTEID093dJNI6Ic+jarIo0tcwqPT8OwZUG4Fp1U6HheqVJj6NIgaTKnofQuoC9bFhafJk0ssqTAkGhEJj75bhLCetpGRERkDpMyZdDTJkdWnbiPB0mm19rbGL8dBIAYlRrDlwdhy7kIjHi8soYraIiICk6pUmPm5hCMWBaEB0lq1K3sjE1v+cPP0wkA4OvhyL1jiIjI6ixbtgxJSUno0aMHqlWrJv1s3LjR0k0johz2XVNCJ/STfXISACIT0vHiipMFjueVKjW+33MdvX4+gqhE40SszAonFg1uWR21vJyk/ltT24iIiMzhnjJFYMma2g+T0vH8ouN4lJJRpM30IuLTMGxpEB6lPKn3rJDJUMPTEctfaYPJf55HZGI6tDohbdqXk0Iu4x8RiSyIe46UHfcepWDY0iAkputnFbav7YnfxraHu5Mt/x2JqEzhnjJUWHzPEJUOdaYWXX88hEfJGswa0BhpGVnYci4KD1RqaHWmEX1+8XxkQhoGLTputComO08nWySkZRbp7xElyVCiPSw+zeraRkREFQf3lCmH9JvqncCjFH15sYiEtEKtWlGq1Hjl91N4lKJB7UpO8PV0BAD4ejpi8yR/NK3ujk2T/OHroT9e08sJO6d1hn9dL6P7aHWCS4GJLCT7flA5P/8sMWhZht//lagkrDsZhlG/BqPXz0ekhIwMwEOVBpos/X4y3DuGiIiIiJ7WhlPheJSsQQ0PR7zWuQ7ee7YRtk4JkOJ6D0cbo/PNxfNKlRorjtzFvP9uovvcw2YTMobVJ+sndMSnA5tYXdLDx80Bmyb5W2XbiIiIcrLJ/xSyFoEh0UYrXHSP66TO338b3w1rkees64TUDLz6+2mExaXBz8sRf0/0h1wGk/MNA5nsxxeMbo3hy4IQmZButHImNC4VqZospGqyONubqBQYEjIRCY/3g0pIw4AFx/DF4Gao7GKHmZsvISIhHeuCw6w6EMntu6osrxyJSEjFoEUnkJjLjEJAv/Iw/HEAPKFr3dJrHBERERGVS+Hxqfh5300AwNRe9WH3uCR59rg+oF4lTP7zPMIT0mCok+LqYINkdRaUKjXUWVoMXRIk7S2bm+yra5pWdy/RfhWVYdITERGRtWP5siKw1FJ8wx9kIxPSoc3xz9auliciE9IRo1KbLNW9H5uKMStPIjpJjSpu9tj0VgBqVnIq0muHxafB0VaO9EwdAKCyiz0EBGKLWE6NqDwqqeTCb8fu4Zt/rud7nlwG+HmW3uexMP1VqtQYsTwY4TnKCpTlcgNnQ+Px8sqTyNA++V62s5Hj5fY18d+1GDxM1kCrEyz9SERlGktRUWHxPUNUspQqNfrNP4qEtEwo5DIcmdkDvp7m4/zsY+3sXOwVSM3QIvufF+Qy/Qpv7eM9aqq6OWBEW1+M6ViTY1giIqJ8FHQMzKRMEVgywMg+mPL1dETn+pWw9VwUMnPUirW3kaNrA294Odth+8VoZGTpIJcBGyZ0RKd63kV+bcMfXi9FJuHzwCuITnxSJol/cCQq2VrGR24+wrjVp6XHMgD2tnI42SoQb2aFxsx+jfB2z/rF8tq5KUx/b8Yk48UVwUhKf9JWGfR1qVXqLGQ9/h5TyGTw9Swb3yXbLkTiw82XjBIyBp8ObILBLauX2WQTEVF2/AM7FRbfM0QlR6lSY+DC41IljYJMylKq1Fh/KgyrT4RCpc7K8/7Wum8MERGRtWNSpgRZOsDIOSv9p39vYPGhu/leV9yz55cdvoMf9t40Of7pwCZcMkwVklKlxrDHpf6A4v3MPUrWYPDi43iQpJZWqxmCJABmV9FVdXPAjyOeQeOqriWyckepUhuVNpQB8HGzx+bJ/vDzdJa+q9rU9MT2i1HYcCpcSrwUhLV+lyhVamw6F4kr0UnYczkGgD4RnqXVSTMKsyeoy3JZNiIiA0uPf6ns4XuGqGQoVWqMXXUaN2KSTZ7Lb/yc28p7mQwQ2caxy15pg6C7cRy/EhERFVJBx8DcU6YMylkndax/bewMeSD9QVYuA7yc7dC0mhuO3o6VzjPsQVNc+xkMb+OLv09HIDw+TdprpqaXEwa3rP7U9yYqi/48FS4lZIDi+8xlZOkwZf05PEhSo25lZ6wc2w6HbiiNgqRNk/ylFRlVXO2hUMgQnagP2JztFUjVaIt9r5m/TocjIlt/BfQb2fecewRta3niZkyytMm9gZ1CjiydDjoBKGRAFXcHfNS/Mb7dfR2PkjXInrM5fvsRBrWsDhlM978qDeaSKQ+T0vHCkiDEqPSrBGUApvdpiBfb+WL0ryf1qxhzrBhkbWsiIiIiKg4Pk9LRd/5RJKXrV7rIoB+DG5Ip+cXig1tWx7rgMEQmpkvldau6OUAGIDIxvUzsG0NERFQecKVMEVjjrC9zJYSAx7Pnsw24iru8mFKlxtClQYhK1P9h9tPnmmBCN/7xkSqe+7GpeOnXk9If6w1kABaPaY2BLYqerPx422VsOBUOV3sbbJ/aGfUqu5g9L3sSwdneBl/uvIr/OxspPV+cK3ceqtQYvSIY9+Oe1KWWQT/LztxiGAdbOX5+sSXa1fTEiytOmpTzyv4d5uZog1R1FrQCcLZXwN5GgfjU0t23KvveN94udujXrApuPUzBubAEo/5VcbPHzqlduCKGiMo9axz/knXje4aoeEUnpKHv/GNI0TwpPWYjlyFLJwo1Ts7tbwccxxIRET09li8rQdYaYJj7g2BpbJ6tVKnx8dbL2H9DCU8nWxx4vwe8nO2K9TWIrNnV6CSMW3UasSkZ8PNyhE4HRCWmw8FGDnWWDnY2cix9uQ36NK1i9vrc/pivVKkxO/Aq9lyJgUwGrBrXHj0b+xS4XbmVJ5g1oDHe6l6v8B19LDIhDWN+O4WwuDRUdrGHrY1+VU4tLyf831ud8PuJUPx69J7JdYZyCnn113A8LjUDM/7vIq4/eFKWoaBJpadNjihVagxefMIkwZYbay2zRkRUnKx1/EvWi+8ZouKhVKmx+Vwk/u9sBEKzTYgy6NPEB98NbVGocS8nExEREZUMJmVKUFkLMEpjwJWp1WHQouO4EZOMF9v54scRLUvkdYisiVKlxuJDd7DlfCRSNVo0reaGta93gBACgSHR6NusCr7edR37rj2EjVyGzwc1RUaWziRxaliR4evhiIUvtYargw0eJKkx4/8uIjYlAwDwdo/6mNm/UaHbl321nEHzGm5YNqYt7G3khfpuUKrUWBMUii3nIvEwWQM/L0dsmNDJ5D45X7eoq/RWHLmLOXtumByf3L0uPhzQJNdEtGFfn6Imoj/ddgV/ngozOd67cWVcjU7GoxRNia0+JCKyVmVt/EuWx/cM0dPLuWcloJ+opDOzjyERERFZHpMyJYgBhnlnQ+MxYnkwAGDzJH+0q+1l4RYRlRylSo3nFx2HMlkDAGjp644/3ugId0dbo/MytTrM3BSC7RejpWNuDjZoX8cLSpUa1x4kGyVMzJFBv19TUQKu7KvlvF3skJ6pRapGC2c7BRztFIhNKVhZMKVKjSFLTiA6Sb96pKaXIza+5Y9q7o75vm5RkyNScichDdpsvyK5DBjSqgZO349HZGI6ang4YkKXOjgfnoA9V2KQ9fj3KZcBvp5O2FyI195/7SEmrz+HzGwvmD3gBVDiqw+JiKwRx79UWHzPED2d7JO3DCq72MHeRoHIxKJPQCIiIqKSw6RMCWKAkbuPtlzC32ci0KiKK3a90wW2Crmlm0RU7PTlrY4jRqWRjtX0csTmSQFmg6KYxHT0+eWoUf3nvBhqQ+dU1DJZ2VeUZGh1mPLneVyKSpKez68s2PmweIxbdQbJ2drv6+mIrZPN99fc6xY1WMye3Knm7oC6lZ1x4k5coe7xeufa+HxQs3zbs/1CFN7fFAKtTqBbA2+ExqUiPN404GW5ByKqiDj+pcLie4bo6eRWivjd3vXh6mDLsSgREZEVKugY2KYU20QVwIf9G+O/aw9x82EyFh24DTdHDhap/FkTFGqUkAGA8Ph0BIZEm02a7Lr8wGxC5rkWVXE+LBGPktXQZitBsOyVNpj853mT8l+DW1YvUnt93ByM2jXwmWpGSRmdAMLi0/C/LZfw/bBnIJfpN/qsXckJm89FYe/VGJN7Ribk3t/cXreobd80yd8oCfLZ9itYd9K0vFjbmh6ISEhHXEoGtNnmG6w6EYr41EycDYtHZEI61gWHmSRZPt9xBXuvPgQADGtTAz8OfwbxqRlmky/F0S8iIiIiorz0bVYFc3Zfl1aMG2KCMR1rMb4mIiIq47hSpgg46ytv/3c2Av/bfAkyAALgsmoqVxJSM/DCkuMIj39S1zm/es557bECmC+HVRzlv3JjuHdEQhpyLsiRAbC3lUOdqTM67mgrhyZLZxX1q3O2P7ffp6+HI1r4umPPFeOkkgyAq4MNXmznBzsbOdYFh0mrgF5s56tPTMllpd0tIiKrxvEvFRbfM0RPZ+XRe/h293Uo5DJodYJxNRERURnA8mUliAFG3mIS09H9p8PQZOn/qGvpP+AS5VTU8lPqTC1e/f0UzoQmoKqbA2zksgLXc84ryZJbe0qyTFb29vh5OeK1gDoIDInGxYhEo/Nc7G3w29i2qFvZxar2UinM7/PzHVfwR7DpypqcnmbvHiKi8o7jXyosvmeIii5ZnYluPx5CQlomPh3YBABYgYKIiKgMYFKmBDHAyFtutW+Luh8GUXHKvmFmQZMLSpUa2y9G4UxoAvZdewhXextsmRIAD0fbQiVNrG0vkpztye+za+3tz+u8EcuDEfl4ZY0MgIuDDWpXcsLlKJXJ+fyuIiIyxfEvFRbfM0RFo1Sp8cGmSzh6+xHqVnbGf9O7wYZ7tRIREZUJTMqUIAYYeTPMYA9PSIPh3VXDwxHbpuS9KThRSVOq1Bi06DgeJuv3g5FBv2H9ljw2rM++IgMAFDLgjzc6onN979JqdqnJq8xaWf/smltZA6Dc9peIqLhx/EuFxfcMUe7yWik/bFkQIhP0pZK/HdocYzrWslQziYiIqJAKOgbmdAsqdoaNuf08naRj1dwd4O1ib8FWUUWXlJaJN/84KyVkAP2eRxEJ6ZgdeBVZWh2UKjV+O3YPSpUagD4oGro0COEJadI1Hk52aODjUtrNLxWGz66vhyMAlKsEhaFvnw5sIvWpPPeXiIiIiKyTYRX3N/9cx4jlwVCq1FCq1Pjp35voN/+olJABgBVHnsQmREREVH5YNCmzZMkS1K5dGw4ODujYsSNOnz6d5/mbNm1C48aN4eDggBYtWmD37t3Sc5mZmfjwww/RokULODs7o3r16hg7diyio6ON7lG7dm3IZDKjn++//75E+leR+bg5YPMkf0zpUQ8ONnKcDUvAn6fy39OBqDgpVWqsPHoXf50OR+95RxASmQRAv0Imuz1XYtD3lyN4ftFxfPPPdQxefAJf77qGQYuOIyoxHdnXE8alZiAwJBrllbnkRXnh4+aACV3rGvWpPPeXiIiIiKyLUqXG8GVBCH+8Cj88Pg2dfziIHj8dxuJDd5CQlml0fnh8WrmOPYiIiCoqiyVlNm7ciBkzZmD27Nk4f/48WrZsiX79+kGpVJo9PygoCC+99BLeeOMNXLhwAUOGDMGQIUNw5coVAEBaWhrOnz+Pzz77DOfPn8fWrVtx8+ZNDB482OReX331FR48eCD9TJs2rUT7WlH5uDngf/0bY9Zz+o0J5+y+gdDYVAu3yljOlRFUfihVagxbGoRvd9/ArK2XEZuiQb3Kzlj5alvU9NKv4qrp5YT3n20AN0cb3ItNg/LxKpoYlRq/H79vtKoGABRyGWp5OWFwy+ql3p/SZC55UZ5VtP4SERERUelTqtT435ZLiMi2EgYAMrUCaRlak/MrSuxBRERUEVlsT5mOHTuiffv2WLx4MQBAp9PBz88P06ZNw0cffWRy/qhRo5Camopdu3ZJxzp16oRWrVph+fLlZl/jzJkz6NChA8LCwlCzZk0A+pUy06dPx/Tp04vcdtZHLhydTmDMb6cQfC8O7Wp5YuNb/lDIc65VKH3m9pjgH2XLB8MMtOwBj7ujDXa90wV+ns4mNZwXHbiNn/fdMrnPoJbV8XaPenhr3Tm+T4iIqELj+JcKi+8ZoifMxSeAfgV/bn+QYexBRERU9lj1njIZGRk4d+4c+vTp86Qhcjn69OmD4OBgs9cEBwcbnQ8A/fr1y/V8AEhKSoJMJoOHh4fR8e+//x6VKlVC69atMXfuXGRlZeXZXo1GA5VKZfRDBSeXy/DjiGfgYm+Ds2EJWLD/ltnVKaW5auVBYjqeW3hM2rw9PCENIx/X86WyLzAk2iTgSUrPwr9XHgIwXRkxqr0fank5QfE4V2iYlfbZwCZoXM2N5a2IiIiIiCqop41TlSo1huVIyChk+sCjuocjfD0cpUmLCrkMNTwc8W7vBow9iIiIyjEbS7xobGwstFotqlSpYnS8SpUquHHjhtlrYmJizJ4fExNj9ny1Wo0PP/wQL730klFW6p133kGbNm3g5eWFoKAgzJo1Cw8ePMC8efNybe+cOXPw5ZdfFrR7ZIaflxM+HdgEH229jIUH7wAAVhy5i7kjW6J5DXdotTq8uOIkwuLTsC44rNgHoIaVEQOaV0XwvXh8t/s64lMzpOeFAMIe1+ud0LVusb0uWUYlFzujxwq5DL4ejrku/TfsK2JYOZVzw3dDEoeIiIiIiCoOpUqNEcuDEV6EONUQg16KTERkjgljWiHQp4kPvhvaAgByjUOIiIiofLJIUqakZWZm4sUXX4QQAsuWLTN6bsaMGdL/f+aZZ2BnZ4e33noLc+bMgb29vdn7zZo1y+g6lUoFPz+/kml8OdazUWU42MqhztQBAB6lZGD86jMm50UmpmPk8uAiDUZzlqUCgLC4VLz060lEJ6kxZ88NaHX6BeJymX6puKGAn6OtHIOeqVb0DpJVSEzLwJzd+uSuq4MNktVZBQpuDImZnO8fIiIiIiKqeJQqNQYuOo5Hj/eZjEhIw9ClQRjR1hdjOtaEj5uD2fjTcK25cmXAkwlj3w1tIV3DOISIiKhisUhSxtvbGwqFAg8fPjQ6/vDhQ1StWtXsNVWrVi3Q+YaETFhYGA4ePJhv/eKOHTsiKysLoaGhaNSokdlz7O3tc03YUMHtvPRASsjkRasTRVq1olSpMXRpEKIS0zFv3y3U8XbGg8R0xKdlGt1bLgOm9KiP4W19MX7VaamEWXqmDmfCEvD8M46F7xxZjc92XIUyWYN6lZ2x+rX2+O/qwwIHN1wRQ0RERERUsSlVamy/GIX91x5KCRkA0AkgKjEdCw7cxuZzkVg2pjWm/XXRqNoDAPx2/D7+Ph0OlfpJmXRnewU8HG0Rlag2O2GMcQgREVHFYpE9Zezs7NC2bVscOHBAOqbT6XDgwAH4+/ubvcbf39/ofADYt2+f0fmGhMzt27exf/9+VKpUKd+2XLx4EXK5HD4+PkXsDRXU4JbV9ft2ZKuXW8vLCdve9kd1jycDUhn0mxrmVmrKHKVKjUGLjyMqUT8TKS1Di6vRKqOEjIFOAB5Otqjj7SztFfJm1zoAgC93XkNSuuk1VDYEhkRjZ0g0FHIZ5r3YCjW9nI32jiEiIiIiIsqNYf+X73bfwOnQBAD6+DSnqMR0DF4SJE3wC4tPQ4+fDqPHT4fx69F7RgkZAEjVaDGirS/3qSQiIiIAFkrKAPoyYitXrsTatWtx/fp1TJ48GampqXjttdcAAGPHjsWsWbOk8999913s3bsXP//8M27cuIEvvvgCZ8+exdSpUwHoEzIjRozA2bNnsX79emi1WsTExCAmJgYZGfq9Q4KDgzF//nyEhITg3r17WL9+Pd577z288sor8PT0LP1fQgVjKA/l66FfiWKYIdTazwvbp3RGNXf9wFQAeLVTrQIPVIUQ+GzHFTxUaUyee6mDH/w8HU0SQYaEj2FG0gf9GqFuZWc8StZg7r/m9zUqS552M8qyRqlS45d9t/DJtssAgKk966Oln4dlG0VERERERFYje4yUM15SqtSYs/s6es87YrT/i6ejLWp4FKySQlqGFmkZWpPjhhh0TMdanDBGREREAACZEIYdNUrf4sWLMXfuXMTExKBVq1ZYuHAhOnbsCADo0aMHateujTVr1kjnb9q0CZ9++ilCQ0PRoEED/Pjjj3juuecAAKGhoahTp47Z1zl06BB69OiB8+fPY8qUKbhx4wY0Gg3q1KmDV199FTNmzChUeTKVSgV3d3ckJSXlWx6NTOVVd/ejrZdx8IYSznYK7J3eDX5eTnneZ8v5SFyJVuGfSw8A6GcxCTyp02tYQm7YOLGWl1OuM5NO3ovD6F9PQiYDNk8KQNta1p+oM/e7fJiUjuHLgxGZkJ5nf8sLpUot/fsCQOOqrtg5rQtsFRbLORMREZU7HP9SYfE9Q0WVM8bJLX4s7D1HLA9GeHwaang4Qgb9XqY1vZzwbu/6+HLnNZPVLQbv9q4PANhyLgoPVGqpJLZMJoMQAjrxJA41pyLEZERERKRX0DGwRZMyZRUDjJKj1QmM/jUYZ0IT0KG2F/6a2Ela5ZJd9v1jAP0geFqv+thxMdps8qWgA/mZm0Kw6Vwk6nk748X2fhjauobVDp6VKjWGLD2B6EQ1nOwUaFjFFY9SNIjKNrNLBsDPywmby1gQkFfiLvvxu49S8PLKk1CqNFIQVN3dAdvf7lym+ktERGTtOP6lwuJ7xvKKmswojiRIUWWfcFXLywnLXmmDyX+eN3ocdDeuQG0z9KNuZWdM3XDB7CqWvGSf6GdIDuXWNkOix5C0UchlqOrmgBFtfTGmY03GJkRERBUEkzIliAFGyQqPS0P/BUeRlqHFx881xsRu9YyeD4tLxdClQYhPzZCO+bjaY9e0LgDwVAFEQmoGev50GImP95Wx1llNSpUaLyw5gQdJBStP9m6fBnivT8MSblXxyD6LrYqbPT4d2BTO9go8Umkw97+biE3JgJOdApVc7BARn272Hp8ObMKNMomIiIoRx79UWHzPWJa5BEJuyYzsSRigYFUGirutgSHRCKhXCRPXnUNUYjpy+yuFQi6DViektgHm4z+lSo3hy4IQkWA+XigIc/3PaxUPUPq/OyIiIrIuTMqUIAYYJe+v0+GYtfUy7BRyrHm9Pa5Fq9C+jhd2X36AtSdCoc7SmVxTHH+IV6rUGLDgGOIeJ3wUMsDX0/oG1N/vuY7lR+6ZHB/epgZO3otHzOMZWgZeznZYOqYN6no7W2zWW0EoVWoMXx6Ua7LFHIVcBp1OmJSts8b+ERERlVUc/1Jh8T1T+gwJghY13DFx3TkkPZ5oJgMgzyWZ0amOF15fexbKZA2c7BQQQiA9Ux9rKWRAVXfHElntkT0RY1htYqeQI0NrGueZIwPgZKeAQi6DSp2Fml5OWP448fSMrzsm/nFOmmhnIJcBOmF6H4VcX4ZMK/DUK1wsucqIiIiILI9JmRLEAKPkCSEwYe1ZHLihhK1Chkyt8dvURi6DVggIUbx/iP/t2D188891k+PWtPLi7qMUjFwebLRSKLc9dKp7OMDBRo57sWmQywA3R1skpmVa7cytX4/exXe7b5gcd3WwQbKZGs8znm2I0e39OCONiIiohHH8S4XF90zpKujKEBkATydb2NrI8VClKfD981uZUti2GlbGy2TIdVWMIZlk2LclP3nt6wLo+52Qlmm0p4y5EmmMJ4iIiKiomJQpQQwwSse16CQ8v+i40QDcwUaOb4Y0R+f63hj968liHzgblvlHJqTBkAeq5GyHPe92LdL9i3umVGhsKkb9GoyHKg3qV3aGOkuHyIT0PPfQcXGwwfv/F4I9V2Kk+yhkMvh6Wt+Kkq93XsXvJ0Klx4ZkkyFQikxMl2o056zvzBlpREREJYfjXyosvmdKj1KlxqDFx02SLHklPPKSW3LDy8kWjnYKRCWqCx2DGcbrHWp7Yvyas0YTzHIyJE9yJkxs5DLoHido8kvAAE9WxmSPKQwl3ADkWoaM8QQREREVFZMyJYgBRunIb9VKSQ2cs9dfBgBnewUOzOiBqu65v4a5tuSs41yQoCWvDe7XBoVi07lIKJM1aFjFBX+92QlanSjQ72Dl0bv41swKFGtaAbQzJBrT/roAQJ8Ii0vNMPq9FeX3SURERMWD418qLL5nSp5SpcaOi1E4cTcOh28+MnnekNzInszIi6F0l2EVSX7n5qxWkNt+K9lLlJkrIZbznjn3vzF3H8Nqlwc5yjab6z9jByIiIiotTMqUIAYYpUNatZLL6oiSfu3tF6Ow/WI0rkWr0KeJD1aObQeZTGb23BHLgxAenw5PJ1v0b14VD1VqHL8Th4xse994ONrip5Et0b1RZSSkZuSZxKn5eFYYANxVpuDLXdcQl6KfTVbLyxGbJ3dGZVf7QvVn5PJgRCSkGQVBr3aqhc+ebwo7G3lRfk3FJiQiES+uCIYmS4eJ3epiQpc6uSanOIONiIio9HH8S4XF90zJyh6DGBhWj+RMbuSVzJDLALlMhqwc+82sPxWGLeei8kx6AMC7vevD1cHW6DUMK1wm/Xk+1xJlhmPmXj+vcX72eAB4UrbZJse+MOaSO0REREQljUmZEsQAo/RYenXErYfJGLjwGDK1AgtGt8ILrWqYtG/o0iBE5TOTLDtHWzkEAHWmDm4ONujWsDKS0jJwKjTBKImTG18PR2ydElCkTScNv0sXexukaPR7tLSo4Y7Pn2+CkMikUg9YlCo1/jwVjvUnwxCXmoHejX3w69h2UMhNk19ERERkORz/UmHxPVMylCo11p8Kw99nIozKlbk72sDV3lbaJyVn3JRbMsOQQDGXvMgeP9TwcAQAPEhKN5rk5eFoi8T0zEKXSstZoqyoyRNzq2i4MoaIiIgshUmZEsQAo3RZenXEgv238cv+W/BytsO+97qhksuTFSqfbLuM9afCTa7p3sAb1x6oEJeaAd3jGWD2NgooFECKWlvg17ZTyJChNf2IFrXsWPbf5fnwBHy09TIS0zKlWXWlGcDknN1X19sJO6Z2gauDbYm/NhERERUOx79UWHzPFL+cZZZzMqxaKUjcVNAYK7dkjr1CBo2ZOCU/JbmKxdJxIxERERGTMiWIAUbFkpGlw+DFx3EjJhmDWlbHopdaQwiBP4LD8OXOq0YzxbKXWANgsspn+8UofGdmb5dejSvjcqQKcaka/WaUMhlqeDpieT4b3D+tK1FJGLEsCOrHK3RkAGqWQmJGqVJj+LIgRCQ8WWFUw8MR24qwAoiIiIhKHse/VFh8zxSP7CtBXl9zFjEqtck5pV3mOTAkGqr0TCw8eMfsOXIAssflxHRFKFFGREREVFYVdAxsU4ptIiqT7Gzk+HHEMxiy5AR2hkTDTiFDllZgR0g0AGBA86q4Gp2E8Ph0k2Bo0yR/o9laQ1rVwPqT4SZJlu+HPQPgSRLH1/PJfTZN8n9yvJiDrZP34qSEDKBfLRMWn4YdF6PwZrd6xfIa5qw7GWaUkAGAqMR0BIZEF2kFEBERERFRWVGYVSojlgcjPD4NCrks171dSishAwA+bg6Y0LUulCo1dlyMluKa7IkXv8clyQzlxPw8n65EGREREVF5w5UyRcBZXxXTp9sv48+TT0qVyQDMeq4x3uxaF4+SNQVeKp/XPjm5BWgltRTf0BZDMGXwWkBtfD6oKWSy4t/bJSQiEa+tOYP41AzpWGnO7iMiIqLC4/iXCovvGfPMxQIAjMb6SpUaf54Mw/pT4YjLNmYGIJUdVshlqOrmgBFtfTGmY02LjKFz9iVn4oXlxIiIiKiiYfmyEsQAo+LJuf8JAPi42mPXtC5FCjCsKUDJHkwZNtwEgHd6N8CMZxsW22sEhkTD0U6Br3ZegyZLh3rezlBn6RCVy2akREREZD04/qXC4nvGmFKlxvpTYdhyLgrRSelSWS8fVwfYyGWIfDwmXjqmNd5Ye85smTIA0njdWsbP1hTXEBEREVkakzIliAFGxfPbsXv45p/rJsc/HdikXJTbyh5MBYZES319s2sdVHFzeKogy9yGpL0a+2DhS62RpsliEEdERFQGcPxLhcX3zBPmxsOFZVhZzjJgRERERNaLSZkSxACj4slZ5qu8l9vKmYQq6kw8w+8tPD4Nhi8aVwcb/De9G6p5OBZji4mIiKgkcfxLhVXR3zOGSU9tanngzT/OIS4lI/+L8mAtK2OIiIiIKHcFHQPLS7FNRGWWj5sDNk3yh+/jREJ5TsgAwOCW1eHhZCs9DotPw+DFJ6DMpYxCbgJDohGWLSEDAMnqLPxz+UExtZSIiIiIyDooVWr8duwerkUnYciSE/jmn+sYvjQ414RMDQ9HVHd3gPzxNo4y6FfEKB4/VshlqOHhiHd7NyjXsQcRERFRRWNj6QYQlRWGxExFKLcVGBKNxMd7yxjEqNR4bc0ZLH+lLext5AX6PTjbG3/FGFYYDW5ZvUTaTURERERkCUqVGkOXBiEqMd3ouGFykuzx/1fIZajq5oARbX0xpmNNAJBKm9X0csKyV9pg8p/nERafVu4nghERERFVVCxfVgQVfSk+lX85y7UZgkgAsJXL4GingEqdlWcZhYsRiRi1IhiaLB1cHWyQnM/5REREZL04/qXCKq/vmex7MQL6yUz1fFwwbcMFpGiycr3O08kWCWmZZsfD2e/p4+Zg8piIiIiIygbuKVOCymuAQZRd9g1Ja3k54eshzbHo4G2cCU2QzpHJ9KXctkwOMAoYoxLT8cLiE4hN0aBXYx98O6Q5/rn8gIElERFRGcXxLxVWWXrPmEu0mEuQAE9WtVRzd4BWJ6BM1uR5b8NK8WWvtEHQ3TiOh4mIiIjKMSZlSlBZCjCInkbOWXorj97Ft7tvmJzXu7EPFr/cBsnqTPzf2QhsvxCFO49S0biqKzZPDoCLPSslEhERlWUc/1JhWfo9k9fqE+BJ4kWnExiyNAgxKjW8nGyhA5CYlglPJ1u82M4Xm85GIj4tE052Cmh1AposXa6vKZcBOqH/X7lMhiyd4EpxIiIiogqESZkSZOkAg8hScpY1y87LyQ4CAgmP96LxcrbDzmldUMPD0RJNJSIiomLE8S8VliXfM9lXfPt5OuKTgY0xO/AaHqo08Haxg0wmw6NkDRzt5NBk6qArpog4e4kyrowhIiIiqngKOgbm9HUiKjAfNwdsmuRvtBnpOP9a+P3EfUQnqo3OtVPIYSuXWailRERERFQRZU/IAEBEQjom/XlBej42JUP6/+kZua96yU32vRYNcitR1rS6e1G6QERERETlHJMyRFQohsRM9nIQWTqBOXuMy5rFPC4RMaFrXQu1lIiIiIgqmsCQaCkhU1AyGZCzfoShBJkQAlqhT7xUdXOADEBkYjpqeDhK/9/Xw1EqUcZEDBERERHlh0kZIio0HzcHo2TL0NY1sOFUuFTWzDBb0FCzm4iIiIioNAxuWR3rgsMQkZBmtL+LIbmSXV6JFj9PfQmyyX+eR1h8mpR4AWB2bxqWKCMiIiKiguKeMkXAmtpEprKXiuCGpkREROULx78V05IlSzB37lzExMSgZcuWWLRoETp06FCga61lTxnD/i6G5Er2xIthzArknmhRPl79zcQLEREREeWnoGNgJmWKgEEpkXkMWomIiMonjn8rno0bN2Ls2LFYvnw5OnbsiPnz52PTpk24efMmfHx88r3e0u+ZnOPS7I8BrnAhIiIiouLHpEwJsnSAQURERERUmjj+rXg6duyI9u3bY/HixQAAnU4HPz8/TJs2DR999FG+1/M9Q0REREQVTUHHwPJSbBMRERERERFZuYyMDJw7dw59+vSRjsnlcvTp0wfBwcFmr9FoNFCpVEY/RERERERkikkZIiIiIiIiksTGxkKr1aJKlSpGx6tUqYKYmBiz18yZMwfu7u7Sj5+fX2k0lYiIiIiozGFShoiIiIiIiJ7KrFmzkJSUJP1ERERYuklERERERFbJxtINICIiIiIiIuvh7e0NhUKBhw8fGh1/+PAhqlatavYae3t72Nvbl0bziIiIiIjKNK6UISIiIiIiIomdnR3atm2LAwcOSMd0Oh0OHDgAf39/C7aMiIiIiKjs40oZIiIiIiIiMjJjxgyMGzcO7dq1Q4cOHTB//nykpqbitddes3TTiIiIiIjKNCZliIiIiIiIyMioUaPw6NEjfP7554iJiUGrVq2wd+9eVKlSxdJNIyIiIiIq05iUISIiIiIiIhNTp07F1KlTLd0MIiIiIqJyhXvKEBERERERERERERERlQImZYiIiIiIiIiIiIiIiEoBy5cVgRACAKBSqSzcEiIiIiKikmcY9xrGwUT5YcxERERERBVNQeMmJmWKIDk5GQDg5+dn4ZYQEREREZWe5ORkuLu7W7oZVAYwZiIiIiKiiiq/uEkmON2t0HQ6HaKjo+Hq6gqZTFbqr69SqeDn54eIiAi4ubmV+uuXtorU34rUV4D9Le/Y3/KN/S2/KlJfAfa3oIQQSE5ORvXq1SGXswIy5Y8xU8koj/0qj30C2K+ypDz2CWC/ypLy2CeA/SprymO/LNGngsZNXClTBHK5HL6+vpZuBtzc3MrNh6QgKlJ/K1JfAfa3vGN/yzf2t/yqSH0F2N+C4AoZKgzGTCWrPParPPYJYL/KkvLYJ4D9KkvKY58A9qusKY/9Ku0+FSRu4jQ3IiIiIiIiIiIiIiKiUsCkDBERERERERERERERUSlgUqYMsre3x+zZs2Fvb2/pppSKitTfitRXgP0t79jf8o39Lb8qUl8B9peovCqv7/Xy2K/y2CeA/SpLymOfAParLCmPfQLYr7KmPPbLmvskE0IISzeCiIiIiIiIiIiIiIiovONKGSIiIiIiIiIiIiIiolLApAwREREREREREREREVEpYFKGiIiIiIiIiIiIiIioFDApY2FJSUno0KEDXFxccOXKFQDAzz//jM6dO6Nfv3548OABAOCtt95Cjx490KNHDzg6OiIhIQE7d+5Ex44d0aVLF7z77rtm7//xxx+jU6dO6NSpE44fP15q/crN0/Q3JCQEAQEB6N69OwYNGoTU1FST+0dGRmLw4MHo2bMnZs+eXap9M+dp+mvw/fffo127drm+RnBwMGQyGVJSUkq2M/l4mr4ePnwYfn5+6NGjB3r37m1y7/v376Nr167o3r07Bg4ciKSkpFLtW3Yl2U8A6NWrFzw8PLBr1y7p2KBBg9ClSxd06dIFFy5cKPlOPva079+///4bvXr1Qo8ePRAcHGxy/7Fjx6Jy5cpYvHixdOzGjRvo1q0bAgICcODAgVLopXlP0/dt27ZJx2rWrIkFCxaY3H/JkiXo0KEDOnTogC1btpRq38x5mv6mp6dj0KBB6N69O3r37o2HDx+a3L88fTerVCqpLzNnzsz1NazluxkoeH+PHz+Ojh07IiAgALNmzQIAaLVavP766+jatSumT59ucm9r+X4uyT4C1vXdTFQRPc1nvCAxk7nPeGl4mn4VJDYCgLCwMNjb20v3Lw1P0y+D3GKg+/fvS/9tfuaZZzB06FCr7UtRx/7Hjx9HQEAAunTpgsuXL1tt/woy5jU33i8NT9OvgoxtgdL/bD1Nn/Ibv1rr5+rQoUPw9/dH165dcfToUQBAamoqhg0bhi5duuDHH38s0L0BYNOmTQgICEDv3r0RGRlZov172j6uXLkSHTt2hL+/P+bOnVvgPlpzn/bs2YPOnTujS5cuGD9+PHQ6ndnXsEQM9TT9Mpg0aRJGjBhhcu/g4GDps9WwYUO89957VtuXNWvWoEGDBujRowfGjBlToHsDpf/ZKlcEWVRGRoZQKpVi3Lhx4vLly+LBgweiZ8+eQqfTiVOnTonJkycbnX///n3Rs2dPIYQQYWFhIjMzUwghxOjRo8WZM2eMzo2LixOdOnUSQggRHh4unn322VLoUd6epr8ZGRnS8dmzZ4t169aZ3H/06NEiMjKyZDtRCE/TXyGEUKlU4uWXXxZt27bN9TVGjx4t2rZtK5KTk0usHwXxNH09dOiQeP/993O9d3x8vEhISBBCCLF8+XIxd+7cEutHfkqyn0IIERUVJWbPni127twpHbt7964QQogbN26IgQMHFnOPcvc0fY2KihKjR48WOp0u1/tHRUWJ1atXi0WLFknHhg4dKm7duiWSkpJEQEBAyXSsAJ72s2vQo0cPERoaanK8adOmIjMzU6Smpoo2bdqUWD8K6mn6u2XLFvHRRx8JIYT4448/xLfffmty//L03Tx37lzx22+/CSGEmDx5sjh16pTZ17CW72YhCt7fQYMGiRs3bgghhOjVq5eIiooS27dvF5988okQQogJEyaIoKAgo3tby/dzSfZRCOv6biaqiJ7mM55fzCSE+c94aXiafhUkNhJCiClTpoiePXuKy5cvl3yHHnuafglRsBhICH2/16xZY7V9KerYv1u3biI+Pl6EhYWJAQMGlFznxNP/WxnkNuY1N94vDU/Tr4KMbYUo/c/W0/SpoONXIazrc9WpUyeRkJAgUlJSRPfu3YUQQsyfP1+sXLlSCCFEv379TGKMnPcWQojMzEzRqVMnodFoxPHjx8XEiRNLtH9P28d79+4JnU4ndDqd6Ny5s3j48GG+fSwNT9MnjUYj3WfcuHHi2LFjZl/DEjHU0/RLCH2sOGjQIDF8+PA8X2fcuHHi8OHDJdmVp+pLft/V1vLZKk+4UsbCbG1tUblyZelxWFgYmjVrBplMhjZt2uDYsWNG52/atAkjR44EANSsWRM2NjYAADs7O8jlxv+crq6u8PLyQmZmJhISEuDt7V3Cvcnf0/TX1tZWOp6eno5GjRoZnZuZmYnQ0FC8//776NWrF4KCgkqwJwXzNP0FgAULFmDq1Km53v/48eN45pln4OLiUvyNL6Sn7euWLVvQtWtXszOsPD094eHhAcD8e700lWQ/AaB69eomx+rWrQug9Pv+NH3du3cv7O3t8eyzz+LVV181O9PFXF+jo6PRoEEDuLm5wcvLC7GxscXcq4J52n9nAIiJiYFGo0GtWrVM7l+3bl2kp6cjOTlZem9b0tP0t379+tLsXHP/rSlv3813795Fq1atAABt2rQxmSUFWNd3M1Dw/jZt2hSJiYnIysqCVquFk5MTgoKC0LdvXwBA//79ceLECaN7W8v3c0n2EbCu72aiiuhpPuP5xUyA+c94aXiafuUXGwH62e8ymQw1a9Ys+c5k8zT9AvKPgQwCAwMxZMiQEumDwdP2pbBj//T0dCgUCnh6eqJmzZqIj48voZ7pPW3/gLzHvGXxs5Xf2BawzGfrafpUkPGrgTV9rrKysuDh4QFnZ2dkZWUhNjbWaNz27LPPmlRkyHlvALh9+zaaNGkCOzs7dO7cGZcuXSrR/plrR2H6WKdOHchkMshkMtja2pr8d8tcH0vD0/TJzs4OACCEAADUrl3b5P6WiqGepl8A8OOPP+L999/P8zUyMjJw+vRpdO3ateQ6gqfvy9KlS9G1a1f8/fff+d4bsMxnqzxhBGll6tWrh7Nnz0Kj0WD//v0mg7CtW7di+PDhRsfOnDkDpVKJNm3aGB23tbVFy5Yt0bBhQ/Tr1y/PMiuWUtj+7t27F61bt8bhw4dRv359o3NjY2Nx8eJF/Pjjj9iwYUOu5QksqTD9TUpKwuXLl+Hv75/r/QoasFhCYfrarl073Lx5EwcOHMDevXtx7tw5s/dMTEzEsmXLMH78+JJufoGVRD9z88EHH+CDDz4otrYXVmH6+vDhQ8TGxmLfvn3w9/cvcMmC7MuY3d3dSzwQLaiifDebO2YwcOBANGnSBK1atcp3AGcJhelvgwYNcO3aNTRr1gzLly/Hyy+/bHRueftubtq0KQ4ePAgA2L9/v1G5SQNr/m4Gcu/vsGHDMHz4cDRq1AgBAQHw8PBAQkIC3NzcAOT9mbS27+eS6GNuLP3dTFQRFeYzbpBbzGRNCtuvvGIjAPjhhx+s4vupMP0qSAwEANeuXUONGjXg7u5eGl2QFKYvRRn7Z/9vEgDY2NggIyOjxPqTU1E+W3mNea1FYfqV39gWsI7PVmH6VJDxK2B9nyt7e3uEh4fj4cOHuHLlChISEoo0bsv5udJqtSXTkTwUpo8G27ZtQ7169axigrU5he3TmjVr0LRpU8TFxZlNKllLDFWYft27dw8AzCals9u/fz969+5d6hO5CtOXIUOG4MqVK9i9ezfmzZsnlTrLizV8tsoyJmWsjLe3NyZPnoy+fftiz549aNy4sfRcaGgonJyc4OPjIx2LjIzE9OnTsXbtWgDAhg0b0KNHD7z//vu4ceMGTp8+jTt37uD06dMlXruwKArb3/79++PChQsYPnw4VqxYgYMHD0r1Dj08PFC/fn3UrFkTVatWha2tLbKysizRrVwVpr/z58/HtGnTjK7P/u975MgRtGzZEq6urqXah4IqTF9dXFxgZ2cHOzs7DBo0CCEhIUZ9BfSz7ceMGYN58+bBy8vLIn0yp7j7mZvZs2ejU6dO6NatW4n2Jy+F6auHhwd69uwJmUyG3r174+rVq0af19xkH6QkJSVZzb91Yb+rAGDz5s1SXdnsfVepVFi2bBlu376NGzdu4LPPPpNmDFmLwvR37dq16NKlC65evYqvvvoKX3/9dbn+bp4wYQKuX7+OPn36wMXFBVWrVi1T381A7v197733cOTIEdy+fRvXrl3DtWvX4OHhAZVKBeDJZ7IsfD8Xdx9zYw3fzUQVUWE+40DeMZM1KWy/8oqN7t69C8D8bOTSVph+5RcDGZhbpVwaCtOXooz9s/83CdDPZjbMMC8NhX0PArmPea1JYfqV39jWWj5bhelTfuNXA2v7XC1YsACvvfYa3n77bbRo0QJVq1Y1O26bN28eevToYXb/FcD0c6VQKEq+UzkUpo+Aft+wRYsWYeHChQCQbx8tobB9Gj9+PK5fv46aNWti27ZtVhtDFaZf33//vckEeHP/VmXlsyWXy+Hq6ooePXrg+vXrZeKzVZbZWLoBZGrs2LEYO3YsDh8+bJQR37x5s9GHODk5GaNHj8aKFSukPxa9/PLL0kyO69evw8PDAwqFAh4eHlax2bA5Be2vRqOBvb09AP2MCI1Gg169eqFXr17SOZUqVUJiYiJsbW2h0WikUgXWpKD9vXPnjrQU9/bt2/j222/xySefSP++CxcuxIEDB3D8+HFcunQJ48aNs4oNw7MraF9VKpWUXT9+/DgmTZqEbt26Gc1KmjhxIl588UV06dKl9DpQQMXZT3PWrFmDyMhI/P777yXTgUIoaF87d+4s/Yf74sWLqFu3rsnn1Zxq1arh7t278PHxQXx8vFXNCipo3wH9SqHsZRyy9z0lJQWOjo5wcHCAra0tMjIyIISATCYrvc4UQEH7K4SQnvf29kZSUlK5/m52dHTEqlWrAOgTNM8//zzq1KlTpr6bAfP9lclk8PT0hFwulwbYAQEB2L9/P7p164Z///0Xr732Gvz9/cvE93Nx9tEca/puJqqICvoZzy9msjYF7Vd+sdHWrVtx9epV9O/fH5cvX8adO3ewf/9+ODg4WHW/8ouBDAIDA6WZ/6WtoH0pytjfyckJWVlZSExMRHJyskUmOxS0f0DeY15rU9B+5Te2tabPVkH7lN/41cDaPldt27bFgQMHEBsbiylTpsDV1VUat73++uvYv38/Vq5ciREjRmDGjBm53rtBgwa4fv06MjIycPbsWTzzzDOl1S0jBe1jVFQU3nrrLWzdulUqFThjxow8+2gpBe1T9v9mubm5wcnJCYMHD7baGKqg/QoNDcXkyZORnp6Omzdv4rfffjP5t8rMzMSZM2csFjMUtC+G/2ZptVqcOnUKU6ZMQa9evcrEZ6vMsuiONiSEEGLAgAGiWrVqolOnTmL16tVi1KhRomfPnmL8+PEiNTVVOs/f318olUrp8VdffSWqV68uunfvLrp37252w6hp06aJgIAA0b59e7Ft27bS6E6+itrf7du3i27duonu3buLYcOGiZSUFJN7nzhxQnTp0kV06NCh1DfqzE1R+5tdfptcdu/e3So2ky5qX1euXCnat28v/P39xQcffGBy36NHjwonJyfpvT5//vxS6U9uSqqfQgjx2muviTp16oiWLVuKOXPmiKysLGFraysCAgJE9+7dxfjx40u8f9k9zft31qxZonv37qJv377i0aNHJvf+6KOPRNOmTUWjRo3E9OnThRBCXL16VXTp0kX4+/uL//77r2Q7l4+n6fvSpUvFzz//nOu9f/jhB9GxY0fRvn17sWzZshLrQ2EUtb+JiYmiX79+onv37qJLly7i5s2bJvcuT9/NFy5cEN27dxc9e/YUq1atyvM1rOW7WYiC9ffff/8VHTp0EJ07dxZvvPGG0Ol0IjMzU4wbN0506dJFTJs2zeS+1vT9XFJ9FML6vpuJKqKifsYLEjPl/IyXhX4VJDYyKO3NoIUoer+yyy0Gunbtmhg0aFCJ98GgqH0pythfCCGOHDki/P39RUBAgLh48aLV9k+I/Me85sb7paWo/SrI2NagtD9bRe1TQcav1vi5mjNnjujRo4d47rnnxN27d4UQQiQnJ4sXXnhBdO7cOdfv65z3FkKIv//+W/j7+4uePXuK8PBwq+7j66+/LurWrSv9d+vGjRsF6qM192nZsmWie/fuolu3bmLChAlCq9Xm+hqWiKGK2i+D+/fvi+HDh5u99+7du3ONMUpCUfvyxRdfiI4dO4oOHTqIX375pUD3FsIyn63yQiaEldVMISIiIiIiIiIiIiIiKoe4pwwREREREREREREREVEpYFKGiIiIiIiIiIiIiIioFDApQ0REREREREREREREVAqYlCEiIiIiIiIiIiIiIioFTMoQERERERERERERERGVAiZliIiozDp48CDi4+NNjicnJyMlJcUCLSIiIiIiIrIejJmIiKwPkzJERGQVFAoFmjRpgubNm5v8ODs7Y/369UbnCyEwfvx4BAYGAgCuXLmCr7/+GgDw6quvYuPGjaXeByIiIiIiopLCmImIqHywsXQDiIiIAMDW1hbHjh2Dt7e3yXM9evSAm5ub0bH9+/fDzs4Or776KgBg69atCAkJAQAMGzYMO3bswBtvvFHyDSciIiIiIioFjJmIiMoHrpQhIiKrYG9vn+fztra2Ro+//fZbvPvuu1AoFNBqtVizZg0mT54MABg8eDD+/fdfREZGllh7iYiIiIiIShNjJiKi8oErZYiIyCrIZDJ07doVCoXC5Ln79+8bPd6xYweOHDmCqVOnAgBWr14Nb29v9OnTBwDg4eGBadOmYdasWVi3bl3JN56IiIiIiKiEMWYiIiofmJQhIiKrkddSfIOEhAS888470nmhoaGYOXMm9uzZY3TNJ598gsaNG2Pjxo0YNWpUibabiIiIiIioNDBmIiIq+5iUISIiq5CZmVmg8zZt2oTevXsjPj4eDx8+RJ8+fVC/fn306tULdnZ2Rue2b98eb775Jrp164Zq1aqVRLOJiIiIiIhKBWMmIqLygXvKEBGRxWVlZSEtLa1A506cOBErVqwAAHh5eeF///sfgoKCcOrUKVSuXBmJiYlITEzEgAEDMHr0aFy6dInBBRERERERlWmMmYiIyg+ulCEiIouLi4sDALRr187s8zExMUaPDRtY2traYuLEidI9qlevLp2TkZEBZ2dn1K5duwRaTEREREREVHoYMxERlR9MyhARkcWdPXsWfn5+CA0NNft89vrIuTl+/Dg6dOggPVar1XB0dCymFhIREREREVkOYyYiovKD5cuIiMji1q1bh379+hXqGiGE9P/T0tKwZs0aDBkyRDqmUqng4uJSXE0kIiIiIiKyGMZMRETlB1fKEBGRRZ0+fRpbtmzB2bNnTZ67efMmkpOTER4eDnt7e6PnMjIykJGRgaSkJIwaNQodOnRA586dcfPmTURERODy5ctGS/OJiIiIiIjKIsZMRETlC1fKEBGRxeh0Onz44YeYPn06WrZsafL8ypUr0blzZ1SrVg1t2rQxes4QYPz222+wtbXF6tWrAQD//vsvpk2bhsmTJ6NJkyal0g8iIiIiIqKSwJiJiKj8kYnsaxmJiIhKWUZGBmxsbCCXm84TyMrKgkKhgEwmy/MeOp3O7PVERERERERlHWMmIqLyhUkZIiIiIiIiIiIiIiKiUsAUORERERERERERERERUSlgUoaIiIiIiIiIiIiIiKgUMClDRERERERERERERERUCpiUISIiIiIiIiIiIiIiKgVMyhAREREREREREREREZUCJmWIiIiIiIiIiIiIiIhKAZMyREREREREREREREREpYBJGSIiIiIiIiIiIiIiolLApAwREREREREREREREVEpYFKGiIiIiIiIiIiIiIioFDApQ0REREREREREREREVAqYlCEiIiIiIiIiIiIiIioFTMoQEVGeYmJi0L59e5w+fbrY7imEyPP5f//9F6mpqUW6t1arhVqtLvD5p0+fhlarLdJrFYZGo8mz30IIaDSaAt0rMTERmZmZxdU0E++//z5u3LghPT537hzWrVtXYq9HRERERFTWnTlzBt27d8fdu3eL7Z75xU27du1CRkZGke6dmZlZ4PgDAIKDg4v0OoWVX390Ol2B2x0XFwedTlcczTKRmZmJKVOmIDo6Wjq2b98+7Nq1q0Rej4jKFyZliIgoT2vWrIFarUbr1q0LdP6GDRuwZMkSk+MRERHYuXMnZsyYgTp16uC///4ze/2tW7cwdOhQhIaG5vtamZmZRoNsjUaDAwcOoFKlSvD29pZ+7OzssGzZMpPrw8LC0KNHD5w9e9bs/bOysswmh3r37o2aNWuiefPmJj8+Pj548803Ta6pVasWPDw8pB9HR0fY2tpKj93d3VGlShWT6/bu3Yu6desaHfvyyy8xbty4XH8vGzZsgIODA2rXro1q1aqhXbt2AIBJkybB09MTtWvXhpOTE5YvX25y7Z07d7BkyRJ4eHhIx+bPn48PP/ywUMkuIiIiIqKK5Pfff4ejoyPq1atXoPN//vlnbNmyxeiYEAJ3797F5s2bMXnyZNStWxcXL140e/3Bgwfx6quvIjExMd/XysjIMErwqNVqrF271iRusrGxwZ49e0yuP3nyJPr27ZtrjJaZmYn09HST4/Xq1UP9+vXNxk2enp749ttvjc5PSkqCu7s73N3dpTjJ3t4e9vb2RrFUhw4dTF5r+fLl6NWrl9GxCRMm4NNPP8319/Ldd9/BxcUFtWvXRuXKlTFixAgAQP/+/VG5cmXUrl0bdnZ22Lt3r8m1R44cwdatW+Hl5SUd++qrrzB79ux8k2lEREzKEBEVQGxsLOrUqWM0CF29ejWaN28ODw8PvPTSS4iNjS3Qc7/99hv8/Pzg5OSEHj164N69ewVqw44dO1C3bl3Y2NigVatWuH79uvTclStX0L59e3h6emLmzJkmg8A7d+4YDRYNfv31V1SrVg22trbo3r07Hjx4YPR8SkoK5s2bh4SEBLRu3RrNmzdHnTp10KxZMzRv3hwNGzaEr68vNm7cKF3TsGFDzJ07F2+++SYePXqEZs2awcXFBQ0aNMDs2bNRo0YN/Prrr2jevLnZfr733nt455130KxZs3x/JwsWLEDt2rXh7OyMSpUqoXbt2rCxsUFqaipiY2Oln1atWqF27dpG1woh8NZbb8HFxQWjRo1C7dq1zf4YEhrZ2draYt68ebhy5YrJz5QpU+Dm5mZyTUxMDJRKJRITE5GYmIg5c+Zg4MCB0uObN28iJibG5DoHBwc4OjoaHduzZw+mTp2a6+/F3t4e7dq1Q2hoKLZt2wYHBwcA+uDr448/RmhoKHr16iUdz27lypV46aWXULVqVQDA1atX8d9//2Hw4MH44IMPcn1NIiIiIqrYcotXSipWyU1e1x05cgRNmjSBt7c35s2bZ3Tdl19+CS8vL9jb22Po0KFITk4u0HMAEB4ejrVr1+LGjRtS0qF27drS/zfETUFBQdI1zZs3x6RJk/DNN9/g8uXLaNiwIZydndG0aVMsXboUTZs2xapVq+Dr62vSR61Wi/feew9z5syBj49Pvr+TmTNnolatWrC3t0eVKlVQu3Zt9OjRAykpKUZxk5eXl0ncpNFoMHHiRLi6uqJHjx5mY6Y6derghRdeMHldW1tb/P3332bjphdeeMEkbnJ3d0d6erpR3DR58mRMnjxZenzlyhWcP3/e5LVyxk0ajQZHjhzB5MmTc/292NvbY8iQIQgNDcWiRYuM4qalS5ciNDQUDRs2zDVumjx5svTc3r178fDhQ9SrVw8///xz7v8YREQAIIiIKE+PHj0SHTt2FADE/fv3hRBC7Nu3T7i4uIj//vtPhIWFieeee0506dIl3+fu3Lkj/Pz8xLlz50RYWJh4/fXXRdeuXfNtw507d4Snp6fYuHGjiImJESNHjhQBAQFCCCHUarWoXbu2eOutt8SdO3fEc889J1atWiVde/fuXdGgQQOR8yv/2LFjwsfHR+zbt09ERESIrl27ipdfftnonBkzZogXXnjB6Ji7u7u4fft2nu2NjIwUu3fvFkIIcf36dZGcnCxmz54tPvzwwzyvW7VqlQAgFApFnj/Hjh0zum7UqFFi9erV0uOQkBCxadMm6XGNGjXEpUuXjK757LPPRIsWLURKSkqebTJn8ODBRvfPLrd+bt++XfTo0UPodDohhBC//PKL0e/21VdfFS+99JLRNVqtVhw6dEg0a9ZMenzmzBnh5OQk6tWrJ/1Ur15d1K9fX7pu69atwt/fXyQnJ4uDBw+K7t27CyGEaNu2rdi+fbsQQoiBAweK+fPnG71efHy88PT0FIGBgUIIIdLT00X79u3Fpk2bRGZmpujatav46KOPpD4QEREREQmRe7xSkrGKOXldp1QqhZubm/jyyy/FrVu3RJs2bcTBgweFEEL8+eefokGDBuLUqVPi9u3bolGjRuLjjz/O9zmDYcOGiXfffVd6nJCQIACIzMzMPNt75coVERQUJP3/9PR0MW7cOLFs2bI8r/v888/zjZvs7OxEaGio0XUdO3YUhw4dMvp9/fvvv0IIITQajZDJZEKlUhldM3bsWNGnTx+RlZWVZ5vMeeaZZ8SZM2fMPpdbPxcsWCBeffVV6fG7775r9Lvt2rWrmDVrlvRYp9MJnU4nVq9eLQYOHCh0Op3QarVi06ZNws3NzShuqly5sujTp4907bx588SoUaNEcnKyWLNmjRg3bpzIyMgQ1apVExcvXhRCCNGsWTMphjK4ffu2sLGxkWLM2NhYUa9ePREcHCwSExNFkyZNxJIlSwr9+yKiioNJGSKifPTu3VssWLDAKCnz6quviqlTp0rnXL16VQAQcXFxeT63adMmMXLkSOm548ePi2rVquXbhp07d4oVK1ZIjw8ePCgcHR2FEEJs27ZNeHp6itTUVCGEEBcvXhSdO3eWzm3atKmYO3euSaCzatUqsW3bNqPHTZo0kR6fO3dO2Nvbi6tXrxpdl1dSRqfTiaNHj5p9Lr+kTHBwsPDw8BD79u2TjsXFxQmNRiM9XrZsmWjZsqXJtTmTMgsXLhSvvPKK1CYbGxsRGxsrPf/zzz8LPz8/ERoaKpydnUWtWrVEtWrVRK1ataSfKlWqiCFDhpht6wsvvCD8/PxEs2bNTH4qV65stp9KpVJUqlRJLFiwQAhhnJS5f/++sLW1FYcPH5bOf/DggQAg5HK5ACBkMpn45JNPxMsvvyy+//57o3vv2bNHtGjRQnq8efNm4eTkJJo1aybq1q0runfvLmbPni0aNWok/T5nz54tbG1thYeHhxR4TZ8+XQAQe/bsESkpKaJ///7irbfeku4bHx8v2rZtK/r06SOuXbtm9ndDRERERBVPbvFKScUqucnrul9++UU0btxYmmC0fft2MWbMGCGEEHPmzJGSI0Lokx4DBgzI9zkhhAgMDBSurq5CqVRKx/JLyqjVanHq1Cmzz+WXlNm2bZvw8PCQEgI6nU48evTIKGny4YcfmkyuE8I0KTNjxgzx6aefCiGECA8PFy4uLkbnT5s2TTzzzDPi8uXLwsnJyWzc5O3tLaZPn262rS1bthT16tUzGzd5eHiY7ee1a9eEvb292LFjhxDCOClz/PhxYWtrK27duiWdHxwcLMVNMplMyGQysXLlShEQECD+/vtvo3svW7ZMDBo0SHr8008/CXd3d9GsWTPh6+srxo0bJ8aNGyd69uwpnTN+/HhhZ2cn6tatKx0bMmSIACCuX78uHj58KNq2bSu+++476fnQ0FBRt25dMXr0aBEeHm72d0NEFRvLlxER5WPlypV45513jI7FxsaiZs2a0mOFQiH9b17PNW3aFAcPHsTFixeRlJSEpUuX4tlnn823Dc8//zwmTpwoPb558yYaNGgAAAgJCUGnTp3g5OQEAHjmmWdw7do16dxdu3ZJtXGze+211zBkyBCz90xISMCIESPwxhtvoGnTpmbbJIRAVlaW0SaL9+7dw7BhwzBs2DDExMQgISEBaWlpUKvVyMrKglarhVqtRnp6OhISEqQ9SpKTkzFy5EjMmzcPffr0ke7XsGFD7N+/X3p8+PBhTJ8+XXocExODbdu2ITo6GhcvXsT27dsBAI8ePZLKo8XHx0OhUKBSpUrSdaNGjcLBgwfh7e2NqlWrIjQ0FOPHj0e3bt1w8+ZNhIaGYvHixfD09DTbdwB5li8zp3Llyvj+++/x6aefmpReePfddzFw4EB0795dOlalShWkp6fjwIEDaNasGTIzMzFo0CD8+++/aNeuHd544w2p9ENGRobRUn2dTofWrVvjypUrWL9+PQBg0KBBWLt2LVQqFWJjYzF16lRER0fj0aNHcHV1xf79+7Fq1Sq0b98eGRkZ8Pf3R4MGDTB69GhpX53Y2Fj88MMPqFq1Kj7++ONcfzdEREREVLHkFq+URKySl7yuCwkJQc+ePSGTyQAAHTp0wLlz5wAAH330Efz9/c1el9dz9+/fx7hx4/DZZ5+hcuXKZtuk0+mQmZlptIH9+fPn0bt3b0ycOBFJSUmIj4+X4iatVousrCyo1WqkpaUhPj4emZmZAPT7dL7xxhv4+++/0aJFCwBAamoqKleujJs3bwLQx2lHjx7Fu+++K73e3bt3sW3bNiQmJiIoKAj79u0DYBw3KZVKVK9e3ajtkydPxr59+yCTyeDv74/Q0FD07NkTo0aNwr179xAaGooPP/wwz7gpr/Jl5jRp0gQffPABpk2bhrS0NOm4VqvFtGnT8Pbbbxu9F9q3bw+1Wo3ff/8dzz33HDIyMuDp6YmHDx/C3t4es2bNks41Fzc9//zzuHLlCubOnQsAeOWVV7BkyRKppNvcuXMRFRWF27dvAwBWrVqFs2fPokGDBoiNjUXbtm0xcuRIdOjQAVlZWQD08fSKFSuQkJBgUiaPiAgAbCzdACIia1enTh2TY23atMGuXbvw/vvvQy6XY82aNWjfvj3c3d3zfM7d3R0jRoxA69atpXufOnUKADBkyBAcPnzY5LW++eYbo/1DMjIy8PPPP2PGjBkAAJVKZdRGmUwGhUKBhIQEeHp6muyFY058fDxWrFiBDRs2AABcXV3xww8/4Nlnn4WtrS3q168vJZeSk5MxYMAA2NraQqvVolWrVtKeMvXq1cOFCxfwwQcfwMbGBs2bN0dCQgLkcjk0Gg2ysrKwbNkyAEBWVhZWrFiBcePGwdXVFRcuXIC3tzcSExOlTebt7e2NBs1///23UbsfPXqEnTt3Ijo6GgqFAhqNBkOGDEFYWJg0yFcqldL+KAY1atQAAISGhkr1qz/77DMMHz4cq1evxqRJk5CcnJxrcGEIigpr3LhxWLZsGZRKpXTs3r17OHLkiMkGnjKZzKh2sUKhgJOTE1asWIHOnTvjk08+wQ8//ICPPvrIbHCR07179zB69Gi0aNECNjY2SE5Oxp07d/DgwQP4+Pjg/v37+Prrr3Hw4EHY2dnhjz/+QKtWrVC1alWcOHEC9erVw969e3Hy5EmsX78eWq22SL8DIiIiIirfsscrd+7cKfZYpU2bNmb35fzjjz8wePDgXK9TqVRGE87c3NwQHR1tcp9bt25h27ZtZvctyflctWrVsHDhQnTp0gUKhQJNmjQB8GQ83rJlS2ky2/PPPy/9gd7f3x8nT57Ed999ByEEfHx8YG9vD5lMBrVajfXr1+Ojjz6Srv3vv//QvXt3+Pn54ebNm0Zxk729PQBI8YBMJjPauwYAwsLCsGvXLiQkJCA4OBhpaWl49tlnERYWJiU4lEolqlWrZnSdoT/Xrl2T4qYFCxZgwIAB+PfffzFgwAAkJyfD29vb5HcFFD1umjFjBgIDAxEfHy8dCwoKQkxMDL744gujcxUKhRSrAoCNjQ18fHywYsUKtGzZEu+//z5atmyJ0aNHFyhuCgkJQd++fdGmTRsAQFxcHBITE/Ho0SPI5XLcv38fixYtwhdffAFvb2/s3LkTjRs3hpOTkzRhcd26dXBwcMDevXvNvgYREZMyRERF8MEHH+DIkSNo06YNHB0dcfLkSfzxxx/5Pnf69Gns3LkTJ0+eROPGjfHjjz/iueeew+nTp7FixQqkp6ebvFbOTS9nz54NZ2dnTJgwAYB+0GkYiBs4ODggLS0tzxlL2b399tsICAjAgAEDpHuOHDkSgD4xcuzYMWmg7eHhgT179qB+/fpm7+Xr6yslT6KioqTjffr0wYEDBxAcHCzN6srO29sbaWlp6NChA2bPno0xY8ZAJpNBJpMhIiICI0aMQGBgIKpUqSJd06JFC6xatQqjR49G//79MX78eAD6gfPEiRONZus5Ojrif//7H7788kusWbMGs2bNgkwmQ0JCAmrXrg2dTgchBK5evYrvv/8eycnJyMrKwtq1azF37ly89tpr0r2SkpIK9Hs10Gg0sLOzg62tLU6ePAlbW1scOnQIAFC3bl3cuXMH3t7e0iw6W1tbyOWmi1lbtGgh/e7++usvREVFITAw0CS4SEtLw6lTp+Dt7Y2srCy0atUKI0eOxOrVqzF9+nT07dsXP/30Ew4ePChtDPrmm28CAA4ePAgAaNWqFQB9UG2YMWdrawtbW1sAMAp8iIiIiIgMsscrn376abHHKjt37jT7x/6cG96bi3GyHRcehgAA9f5JREFUt8XQjux0Oh1ef/11TJgwAc2aNcv3OQcHB7zyyiuIjY2Fo6Mjrly5AgBITEyEp6cnQkJCYGNj/k9vzZo1k1a1G1ZYAED9+vURFhaGiIgIs78jb29vPHjwAK1bt8bGjRvRuXNnAPpkzIULFzB9+nTs2bNHWp0EAL169UKvXr3QqVMnvP/+++jRo4fUzr59+xrd387ODitWrMBrr72Gr776CitWrEBmZibS09OluEmr1WLy5MkA9KtCFAoFvvjiC2zatAm9evWS7lWYuEkIgYyMDNjZ2cHLywvnzp2TYg8A6Nq1Ky5dugR3d3dotVpkZmZKiaycunbtKv3/rVu3IjU1FYcOHTIbN23evBl79+5FRkYGhg0bhvfffx+///47NmzYgIYNG2Lq1KnQ6XTSv+PXX38NAFJyqFWrVlCpVKhcubLU3uxxk7m4joiISRkioiLw8PDAsWPHcOfOHfz0009ITEzEyy+/nO9zf/31F0aPHo2OHTsC0K+CWbZsGUJCQqQ/gufl4MGDWLJkifSHfUCftDEM/g2Sk5NhZ2dXoL6sXbsWhw4dQkhIiHQsMzMTQgjY2Njk+8d3nU6HjIwMowHxwYMHERERgXHjxgHQLzU/deoUBg8ejE2bNplNygDAzJkzYWdnZ7KU3dfXF7Vq1cLQoUNx6NAhk8AuZ3t27dpldCwjIwNTpkyREjrjx4/H+PHjsW/fPqxevRobNmzA2LFj0adPH4wdOxYAMGfOHNjb20srkrKLi4vD1KlT8cEHH5g8l5iYiEmTJkmPNRoN3N3dTQIGw8ohw6ogw+8pMzMTR44ckd4j2aWkpMDFxQUAcOfOHbz55puYPn06PDw8jIKLuLg4jB49GuvWrcPJkyfx0UcfAQAmTZqE77//Hl27dsWKFSuwYsWKXH+P2WW/NxERERFRbnLGKyURqxhWvRf2Oi8vLzx69CjPdnz99deIj4+XSlnl95yhJJm5xEBOWq3WJCmwceNGuLm5SYmjhw8fIioqCr169cK2bdvw+uuvm72XITHUpUsXqaQxADRt2hRZWVkYO3YsNm3alGe7dDqd0e8H0MeBAwYMkOKmzz//HJ9//jlWrlyJ+/fv47vvvsOzzz6L//3vf1IZ7rfeegv9+vXDsGHDjO4lhEBCQgKGDBliNjEVGxuLTp06SY9v3bqFVq1amcR6homLa9askY5lZWUhMzMT4eHhRpP2DK+blpYGZ2dnAMDVq1cxc+ZM/PLLLya//7i4OMycORNff/01/v77b+zduxeAPm6aM2cO5s6di//7v//D8ePHc/09AvpVWDmTgkREeWFShojoKVSvXh1bt27Fr7/+apK8MPecTqdDbGysdE5ycjLS0tIKVArq/v37eOmll7BkyRKjZfft27fHypUrjc7TaDQmK2zMOXv2LKZNm2ayAmXp0qVYtGgRbGxs4OfnJ82kMrT5ueeekwIYnU6HrKwsHDp0SAqQFi9eLJVoA4AtW7agatWq+PDDDzFs2DB89NFHRjO3AGDDhg3466+/cOrUKSnxYCCTybB69Wp06NABEydOxNq1a6XndDqdNMNp5cqVaNeuHVatWiUN5rOysmBra4uePXuazDQzzGADgDfeeAMDBgyAEALjxo1Denq6UcLEQKVS4fbt27h16xbq1q1r8vwXX3wh7ZUD6FcaZX9sMH/+fBw+fFjaB8cctVqNy5cvIzIyEo0bN8bEiRPx4osvYubMmQgJCcHWrVvRpk0b/Prrr0alzm7dumW25vbgwYOxcOFCBAQEoGnTpkaz2My5d++eSQkDIiIiIiJzzMUrJRGrFPW69u3bS6XMAODChQtGCZ6dO3di3rx5OHnypEmskttzn3zyCbZt2wYbGxvUrl1b2p/FULIq+8Q7w2S2O3fuSMd+/PFHoz0z165diy5dumDcuHH48ccf8dprr5kkVubMmYOrV6/i7NmzUCgURqts7O3tsWXLFrRq1QpffPEFvvzyS+m5zMxMaDQaLFu2DDNmzECXLl2wdu1aabJfZmYmGjRoALlcnmfc9Prrr+OFF17Ajh078OyzzyI9Pd3sJK5r164hKysLd+7cMYpVDAxVDgwaNWpktnKE4fczf/58k+cMkpOTcePGDZw/fx61a9fGvHnz0LRpU0yfPh3Jyck4evQo6tWrh48//tgkbnrllVdM7jd58mS0bNkSzz77LF566SU0bNgw19c23Cf7vrJERPnhGjoioqewaNEiNG7c2Ggzybye69q1K7Zu3YpffvkFGzZswJAhQ1C1alU888wzeb5Oeno6nn/+ebzwwgsYOnQoUlJSkJKSAiEEunXrBpVKhdWrVwMAvvvuO/Tp0yffFS5KpRKDBg3C//73P7Rr1066J6DfeP7OnTu4ceOGyYaMrq6u2L17t/T42rVruHXrlhTQ3Lt3D7t375ZKh2VlZeGrr77CtGnTEBAQgBYtWhhttggAO3bswMSJE7Fx48ZcN/B0dnbGpk2bsGnTJml22ocffggfHx9cuXIFTZo0wdy5czF//nwkJydLGzMa6v8+evTIpNaxUqmUgovu3bvjjz/+kJJJ6enpZhMqGzZsQJ06dcwmZIrT8ePH4eLighUrVmDmzJnYsWMHZsyYgT/++AO2trY4e/asVOdYo9EYBUIHDx6UVtpkT/jpdDrUrFkTFy9eRJUqVaR/79z8+uuv6NmzZwn0joiIiIjKk9zila5duxZ7rFLU6wYPHowTJ05g//79yMzMxI8//oh+/foBAK5fv46XXnoJixYtgp+fH1JSUqTSZnk9N3fuXLNxk2FPl4sXLxrFTdkTMkeOHEFYWBhGjRoFQD/566effsK0adPw4osvQqPRmCQilixZgh9++AGBgYG57uNStWpVrF+/Ht9++y3+7//+DwDw6quvolKlSsjKykLjxo2xatUqLFy4EElJSVLclJSUhLNnz+YbN7300kuYN2+eVMItPT0ddnZ20n4qBuvWrUO3bt3MJmSK04YNG+Du7o7Dhw/jf//7H44fP47hw4fjl19+QatWraSEDGAcN6nVagQHB5uNm7RarRQ3eXh4SCuicsO4iYgKTRARUYEAEPfv35cex8fHCy8vL3H69GmTc3N7TqfTia+++krUrFlT2NraitatW4vz58/n+9rbt28XAEx+DO3ZsWOHcHJyEpUqVRKVK1cWV69eNbr+/v37IudX/vz5883eMz8uLi7ixo0buT7/8ssvi0GDBkmPJ0+eLJo2bSrS09OFEELcuHFDeHh4iA8++EBkZmYKIYR48OCB2Lx5s9F9UlJShKurqzh37pzR8Q0bNoizZ88KIYQ4evSoCAoKyrUtaWlp4ty5c2LHjh3CxcVFhIaGGj0/b948UatWLbM/ht/nwIEDpfMTExNF9erVxcKFC01eKzIyUly8eFEMGTJEfP7557m2yeCnn34Szz//fK7Pa7VaERwcbHJcp9NJ///MmTPin3/+ET179hQffPCBEEKInTt3Cjc3N6FWq8Wff/4p+vXrJ1544QVx/Phx0bNnTxEQECCuXr0qevXqJby8vMRbb70lVCqVdM9+/fqJ3bt3i61btwp3d3dx9+5d6bklS5aIsWPH5ts3IiIiIqpY8opXSjNWye+6ZcuWCVtbW+Hp6Snq1KkjYmJihBBCTJ8+3eSaWrVq5ftcbmJjYwUAoVarzT6v0+lE586dxbRp04QQQmRkZIjBgweLXr16SeccPXpUODg4iF9++UWKAa5duyYOHDhgdK/w8HABQMTFxRkdX7JkiTSW3717t7h06VKu7U1MTBRnzpwR69atEw4ODibtnjFjRq5xk52dnfDx8RGTJk2Szg8NDRVOTk4iMDDQ5LXu3bsnzp8/Lzp16iRWrVqVa5sMpk6dKqZOnZrr80lJSWb7ptVqpf9/9OhRsXPnTtG8eXOxePFiIYQQixYtEo0aNZL+f6dOncS0adPE7t27RevWrcWQIUPEpUuXRMuWLUW1atXEzJkzRVZWlnTPRo0aiWvXromFCxeK6tWri4SEBOm5mTNnFigmJKKKi0kZIqJy4sGDB2LXrl0iNja2RF9HoVDkOqCPiooSVatWFVu3bhWRkZFi4MCBwsfHR9y8edPovEOHDgk3NzfRtWtXkZGRYXKfDz74QNjY2Ig2bdrkGsgUhEajEbVq1RJNmjQRX331VYGuiY6OFhs3bhR16tQxSZh99tlnolOnTlIyKbudO3cKuVwu6tWrJ86cOZPv63z99deiT58+BetILr755htRuXJl0a9fP3H79m0hhD7ptXbtWiGEPoE1depUcfbsWdGhQwfx8ccfC41GI4TQB4IbNmwQ7733ntE9e/bsKTZv3iy6desmtm3bZvTcvHnzxKhRo56qzURERERU8ZRWrFIQ9+7dE7t37xbJyckl9hoRERECgNHkp+wuXLgg3N3dxfnz58X169eFv7+/aNCggVAqlUbn/fXXX8LOzk6MHj3a7H1Gjhwp5HK5eO65556qvUqlUnh6eopWrVqJFStWFOiau3fvij///FN4eXmZ/Lu++uqrYsSIEWavW7RokVAoFKJFixYmk+bMeeONN8SECRMK1KbcTJw4UVSrVk0MGzZMPHr0SAghxOnTp6V4Z/78+eKDDz4Q58+fF40bNxbz5s2TkjqZmZliyZIl4ttvvzW6Z506dcSRI0dEmzZtTCYKvvPOO+LDDz98qjYTUfkmEyLbjmBERERPKSUlBQ4ODpDL5Zg3bx5GjBiB2rVrm5x39+5dpKammi3dFhERAaVSiTZt2hRo08zilJiYiCFDhmDw4MGYMWOGyfNqtdrsEnydTgedTmd2E0troNPpIJcXvGqpEKLUf/dERERERBVFQkICPD09kZGRgR9++AFTpkxBpUqVTM47e/YsfP6fvfsOb7M+1wd+v5Isy0vesq14ZO/EhARCIEAgzACGAulKC20ZDYUuelpOTjk9py090J7+TimUEii0dITDKbMGSiCsJGQP4kwynHjKtrzlJVnj/f3xDkm2ZMu2bMnS/bkuXyBLll/b0Svpe3+f5zGZAs4sOXnyJFwul9pKbCKdOHEC3/72t3HnnXfiq1/9qt91ytxRZQ6pL7fbDUEQRvTeZCLxfRMRTQSGMkRERERERERERERERBMgOmNpIiIiIiIiIiIiIiKiGMNQhoiIiIiIiIiIiIiIaAIwlCEiIiIiIiIiIiIiIpoADGWIiIiIiIiIiIiIiIgmgC7SBzAZeTweWCwWpKWlQRCESB8OEREREdG4EkURXV1dMJvN0Gi4r4uGx/dMRERERBRvQn3fxFBmFCwWC4qKiiJ9GEREREREE6q2thaFhYWRPgyaBPieiYiIiIji1XDvmxjKjEJaWhoA6ZdrNBojfDREREREROPLZrOhqKhIfR1MNBy+ZyIiIiKieBPq+yaGMqOglN8bjUa+wSAiIiKiuME2VBQqvmciIiIiong13PummG4I/dhjj0EQBHzve99TP7dq1SoIguD3sX79+sgdJBERERERERERERERxYWYrZTZt28fnnnmGSxevHjQdffccw9+9rOfqZeTk5Mn8tCIiIiIiIiIiIiIiCgOxWSlTHd3N9atW4c//OEPyMzMHHR9cnIy8vPz1Q+W0xMRERERERERERER0XiLyVDm/vvvxw033ICrrroq4PWbNm1CTk4OFi5ciA0bNqC3t3fI+3M4HLDZbH4fREREREREREREREREIxFz7cteeuklHDx4EPv27Qt4/Ze//GWUlJTAbDbj8OHDeOihh3Dy5Em89tprQe/z0UcfxU9/+tPxOmQiIiIiIiIiIiIiIooDMRXK1NbW4rvf/S62bNkCg8EQ8Db33nuv+v+LFi1CQUEBVq9ejcrKSsyYMSPg12zYsAEPPvigetlms6GoqCi8B09ERERERERERERERDEtpkKZAwcOwGq14vzzz1c/53a7sW3bNvzud7+Dw+GAVqv1+5rly5cDAM6cORM0lElMTERiYuL4HTgREREREREREREREcW8mAplVq9ejSNHjvh97utf/zrmzp2Lhx56aFAgAwCHDh0CABQUFEzEIRIRERERERERERERUZyKqVAmLS0NCxcu9PtcSkoKsrOzsXDhQlRWVuLFF1/EmjVrkJ2djcOHD+P73/8+LrvsMixevDhCR01ERERERERERERERPEgpkKZ4ej1erz//vt4/PHH0dPTg6KiItx22214+OGHI31oREREREREREREREQU42I+lPn444/V/y8qKsLWrVsjdzBEREREEWS12VFeYUFZqRkmoyHSh0NEREREREQ0YpP9vW3MhzJEREREJL1ovX3jLtS09eKvu6rx8voVk/LFKxEREREREcWvWHhvq4n0ARARERHR+LLa7LjpyU9Q09YLAKjr6MPajbtgtdkjfGREREREREREobHa7Ljpd973trXtvZPyvS1DGSIiIqIYV15hQVOXQ73s9oiobutFeYUlgkdFREREREREFLryCguabN73th4RqG7rxasH6yJ4VCPHUIaIiIgoxl2zIA+Cz2WtRkBJVjLKSs0ROyYiIiIiIiKikbhqnv97W8WmPTX45HQLrDY7ntt+NuorZzhThoiIiCjGnW3ugehzuTAjaVL23SUiIiIiIqL4VVHXARGATiPA5RGRk6qHKAJ17X34yvN7kKzXorffHfWzZhjKEBEREcW49080qf+foBWi+sUpERERERERUSBvHW4AAHz1ohJMyUxCWakZSXotfv7Wcfx9fx16+90AvHNUo/W9L9uXEREREcUwURTxwQmretnpFpFq4L4cIiIiIiIimjxsdie2nmwGAHzhwiLcfel0mIwGpBkSMDsvze+20T5HlaEMERERUQw7ZrGhodOOpAQt9DrppV9LV3+Ej4qIiIiIiIgodFuONaHf7cFMUyrmDAhhykrNKMlKhlYjTZyJ9jmqDGWIiIiIYpjSuuzSWTnITU0EADR3OyJ5SEREREREREQj8tZhqerlxsUFEATB7zqT0YCX169AYUYSgOifo8reFUREREQxTAllrpqfh6YuB+o7+tDCUIaIiIiIiIgmiY7efmw/3QIAuHFx4OoXJZgpr7CgrNQctYEMwEoZIiIiopjV0NmHo/U2CAJw5VwTclP1AMBQhoiIiIiIiCaNzUcb4fKImFdgxExTatDbmYwGddZMNGMoQ0RERBSjPjhhBQCcX5yJnNRE5MjtyzhThoiIiIiIiCaLtw43AJBal8UChjJEI2C12fHc9rOw2uyRPhQiIqJhKa3LVs8zAYA3lGGlDBEREREREU0CLd0O7KyUWpfdFKR12WTDUIYoRFabHTf97hM88vYJrN24i8EMERFFtaqWHrXn7tXz8gAAOXL7stYehjJEsWzbtm246aabYDabIQgC3njjjaC3Xb9+PQRBwOOPP+73+ba2Nqxbtw5GoxEZGRm466670N3dPb4HTkREREQ0wDtHG+ERgcWF6SjOTo704YQFQxmiECiBTJNNWsSq6+hjMENERFHLarNj7cZdcHtE6DQCjAYdACAnje3LiOJBT08PSktL8dRTTw15u9dffx27d++G2Tx4x+G6detw7NgxbNmyBW+99Ra2bduGe++9d7wOmYiIiIgooLcqLABip3UZwFCGKCTlFRY1kAEAt0dEdVsvyuWTAhERUbRQAhmlRZnbI+Lzz+yG1WZn+zKiOHH99dfjkUcewec+97mgt6mvr8e3v/1tbNq0CQkJCX7XnThxAps3b8Zzzz2H5cuXY+XKlXjyySfx0ksvwWLh618iIiIimhhNNjv2VrUBAG6IkdZlAEMZopCUlZqRnqRTLwsASrKSUVYaOycDIiKKDeUVFlS39UKUL4uAupFACWWaGcoQxTWPx4OvfvWr+OEPf4gFCxYMun7Xrl3IyMjAsmXL1M9dddVV0Gg02LNnT8D7dDgcsNlsfh9ERERERGPxzyMNEEVgaUkmpmQkRfpwwoahDFEITEYDrphjUi+LAH69djFMRkPkDoqIiCiAslKzOjsGALQaQd1IkCuHMl12F+xOd6QOkYgi7Je//CV0Oh2+853vBLy+sbERJpPJ73M6nQ5ZWVlobGwM+DWPPvoo0tPT1Y+ioqKwHzcRERERxZfXD9YDAC6fnRPhIwkvhjJEIep2SItXWkEAALz2KVs3EBFR9DEZDVhoNqqXCzOS8PL6FTAZDTAm6aDXSi//Wns4V4YoHh04cAC//e1v8cILL0CQX9eGw4YNG9DZ2al+1NbWhu2+iYiIiCj+VNR14HB9JwDg7/vqYmq2N0MZohAprV6+sXIqAODVg3Vo7mL7FyIiigyrzY7ntp8d9MLUZndi51mp5+7dK6epgQwACIKAbLmKpoXPYURxafv27bBarSguLoZOp4NOp0N1dTV+8IMfYOrUqQCA/Px8WK1Wv69zuVxoa2tDfn5+wPtNTEyE0Wj0+yAiIiIiGg2rzY6vPu9tm9sgz06NlWCGoQxRiJTFq+sWFmBJcQb6XR78eWdVZA+KiIjiklV+QfrI2ycGvTB992gj+l0ezDSl4sc3zBvUalOZK9PCuTJEcemrX/0qDh8+jEOHDqkfZrMZP/zhD/Huu+8CAFasWIGOjg4cOHBA/boPP/wQHo8Hy5cvj9ShExEREVGceGlfLWx9LvWy2yOqs1JjgW74mxCRKIrq4pUpLRHfvGw61v/tIP68qwpJei3WLi3kfJkoZ7XZUV5hQVmpmX8rIprUlECmtr0XAFDX0Ye1G3epFTHKi9SyUnPA1kTKvBmGMkSxq7u7G2fOnFEvnzt3DocOHUJWVhaKi4uRnZ3td/uEhATk5+djzpw5AIB58+bhuuuuwz333IONGzfC6XTigQcewBe/+EWYzeYJ/VmIiIiIKP4M7E6k1QgozEhCWWlsvBZlpQxRCLodLjhcHgDSDuOr5+ejKCsJXXYX/vvdkzFVPheLhtpRTkQ02ZRXWFDd1guPKF323THU0u3AzspWAAj6YtVbKcOZMkSxav/+/ViyZAmWLFkCAHjwwQexZMkS/OQnPwn5PjZt2oS5c+di9erVWLNmDVauXIlnn312vA6ZiIiIiAiAtIHwlQN1AIDcNOn9q++s1FjAShmiECgLVyl6LZL0WlhtdvQ43Or1A3cpU/QYbkc5EdFkU1ZqxlMfnUF7r1P9XFZyAspKzfjnkQa4PSIWF6Zjak5KwK/PkV/Uci4aUexatWoVRFEM+fZVVVWDPpeVlYUXX3wxjEdFRERERDS8Z7ZWos/pxuLCdPzhq0vx5uGGmOt8w0oZohAoLV6UhazyCgvaerw7jGOtr2EsGWpHORHRZJSZoode6/8SrqPPiT3n2vDstrMAglfJAJwpQ0RERERERNHJarPjL7uqAQDfv3o28tKTcPel02MqkAEYyhCFRNlNrCxklZWaUZiRpF6v1QgoyUqOmb6GsaSs1IzCTO/fSgD4tyKiSe2twxY0dTmQlazHQ9fNwfUL8+ERge+89Cnq2vsAABdNzw769ZwpQ0RERERERNHo6a2VcLg8WFKcgVWzcyN9OOOGoQxRCNRKGXkhy2Q04MV7l6vXm9MNbIcVpUxGA9ZfPkO9bEjQ8m9FRJOWKIp4ZqtUDXPXpdNw36qZ2LBmLvQ6DXw7Fd2/6WDQ+Vm5nClDREREREREUaax045Ne2oAAD+4eg4EQYjwEY0fhjJEIWgZUCkDAEWZyUjQSCeHp9adz0X+KHbM0qn+f26ann8rIpq0tp5qxmeNXUjRa/GV5SUAgPeONaHf5fG73VBtGpVWnKyUiW5Wmx3PbT+rhmsDLxMREREREcWS3398Bv0uDy6cmoVLZgbv/hALGMoQhaBZ3k2cm+YNZQRBgDEpAQCg1/GhFM12nGlV/7+uvQ92pzuCR0NENDpWmx3/8Y9jAIAvXViM9GTpOais1IySrGRo5U1Ew7XUVDYYdPQ64XR7At4m3kU6ALHa7Fi7cRceefsEbnlqB/70yVlc+/g2PPL2Cdz29E4GM0REREREFFMq6jqwabdUJfP9q2fHdJUMwFCGKCTe9mWJfp9XQhlbn2vCj4lCU9vWi5q2Xmg1AlITdfCIQGVzd6QPi4hoRKw2O8p+twPVbb0AgLLzvIGLySi10CzMTAYAFGYkDdmmMSMpAVq50rOVLcwG8Q1E1m7cNeEBiNVmx+d+v1P9W1s67fjpWyfQ3usEANR39EXkuIiIiIiIiMaD1WbHuj/sgVsUkajTYEZuSqQPadwxlCEKQdBQxqADAHTZnRN+TBSaXZVSlUxpYTrmFxgBAKebGMoQ0eShhARN8iK8AODbL37qtyivBDMP3zBv2LlZGo2A7BRpRhpbmPlTfte17VIgUtcuBSDHLZ3jXjmjVOf8+r2TqO/oC3o7jzh0ezoiIiIiIqLJQtmU1u2QNrw73Z642ITGUIYoBM3yTJncNL3f59VKGYYyUWtHZQsA4JKZOZiVlwoAONXUFclDIiIakfIKC6rbeiHKl0UEXpQ3GQ24+9LpIc3NUjYZNDOU8aP8rj3yL9stiqhu68UXn909rpUzvtU5f99f53edRgB0GiHk9nRERERERESTRXmFxW9TWrxsQmMoQzQMURSHqJRh+7JoJooidsqVMitmZGN2XhoAhjJENLmUlZqRrNeql8OxKJ8jz0hr6WIo46us1Ix0ecOFL5tdep6vG4fWYUogUyO3KwMAg04Dc4YUrhVlJqP8gUtCbk9HREREREQ0WZSVmpHoM6s7Xjah6SJ9AETRrqffDbtTGoQ8eKaM9BCy9bFSJhqdsXajucuBRJ0G5xdnQoC0zfgU25cR0STS0edEb79bvRyORfmcVKV9GWfK+MpNS0RGkg6d8vN6aqIW3Q7v797tEdVdW3dfOj0s31OpzvFld3mwdmkh0gwJKCs1q+3pyiss6mUiIiIiIqLJLlGnRb/Lo16Ol01oDGWIhqHsIk7Wa5GS6P+QUStl2L4sKu04I7Uuu2BqFgwJWsyW25fVtveit9+FZD1PgUQU/X77wWkAwKrZuVg5Kycsi/K58iYDzpTxd7KpC9VtfUjQCPjuVbNw5VwT7vvbQdTI7eMEASjODO+urbJSM/773ZNwyG9EtBoBhRlJWLe8xO/vrLSnIyIiIiIiihU7KlsgApianYyvXFQSN5vQ2L6MaBjBWpcBQJpBqZRh+7JotENuXXbxzGwAQHZqIrJT9BBFqYqGiCjanWzswj+PNAAAHrp+bsgzY4aTw1AmoLcPS7/rVXNNeODKWZhvTsfL61cgM1nahJGo1YR911ZVa68ayADxszOMiIiIiIho68lmAMDqeXlhe787GTCUIRqGN5TRD7rOKPed73KwUibauD0idp+VQ5kZOernvXNlGMoQUfT77QenIIrAmkX5mFdgDNv95qQp7csYyihEUcRbcihz4+IC9fMmowFPrTtfug1EZCQPfj0wFk99dAYAcMt5U/DwDfMYyBARERERUVwQRRFbT0mhzOWzcyN8NBOLoQzRMJrlfvuBKmXU9mWslIk62041o8vuQkqiFoumpKufV1qYnWrqitShxT2rzY7ntp8N66Bsoli040wL/nmkEQDw3dWzw3rfaqVM19AzZeLp8Xq8wYZzLT1I1Gmwel6e33UXTc9GVooeDpeIw3UdYfueR+s7sfVUMzQC8P2rZ8XVzjAiIiIiIopvJ5u60Gizw5CgwYXTsiJ9OBOKoQzRMJrlmTI5aQFCmSS5fRlnykQVq82O7//fIQCAxwO0+uwEn52vVMowlIkEq82OtRt34ZG3T2Dtxl1xsdBLNBpWmx13/3k/AGmmmdI+K1xCaV9mtdnxud/vjInHayjhklIlc8UcE1IHzJATBAEXTZfeJChVmOGgVMmUlZpRkp0StvslIiIiIiKKdkrrshXTs2FI0Eb4aCYWQxmiYQw1U8ZbKcNQJlooi/4d8t/E7nL7LSYq7ctOs33ZhFP+NrXtvQCA2vbeSb/QSzQerDY7bn16J/qcbgCA3ekO+2NFeU5r6+2Hy+0ZdL3VZsdtT+9EfUcfAKCuo2/SPl6tNjtuHyYMFkVRnSdzY2nBoOsBqVoGAHafbQvLce0524J3jkqVUN+6YmZY7pOIiIiIiGiyiNfWZUCMhzKPPfYYBEHA9773PfVzdrsd999/P7Kzs5GamorbbrsNTU1NkTtIinotcqVMbsBKGTmUsbN9WbQor7Cguq1XvSyKQHVbL8orLACA2SYplKnv6EMXK5wmlPK38YjSZc+Avw0RScorLKhr71Mvj8djJStFD40gnSPbege3MCuvsKDW5xjcHnFSPl6tNjtueOIT1LR5w+Dbnt6J45ZOv8qZI/WdqGnrhSFBgyvnmgLelxLK7K9uQ79rcJA10uP6xgtSJVRSghYZSeGthCIiIiIiIopm3Q4X9lVJG94unxP4PVgsi9lQZt++fXjmmWewePFiv89///vfx5tvvomXX34ZW7duhcViwa233hqho6TJQKmUyU0dPNg3zSC3L+tzQhTFCT0uCqys1Iw8ozdA02oElGQlo6zUDABIT05Qrz9tZbXMRCorNaMg3X9WQk6qXv3bEJGkrNSMHJ/nnIHnsXDQagRkpUjfo7V7cChTVmqGQed9magREPZjmAhvHKpHs0+LNo8I1Lb34ZanduCRt0/gtqd3wmqz4+/7agEAl8zIQbJeF/C+ZplSkZWih93pwZH6jlEfk9IWrqdfqoRyuMJfCUVERERERBTNdlW2wukWUZyVjKnZyZE+nAkXk6FMd3c31q1bhz/84Q/IzMxUP9/Z2Ynnn38e//M//4Mrr7wSS5cuxZ/+9Cfs3LkTu3fvjuARUzRrkRerhmpf5vKIapsZiiyT0YAbF3lbzxRmJOHl9Sv8Bid7W5hxrsxEMhkNuGrA8OzURB2yAzy2iOKZyWjAuuXF6uVA57FwGHKujAA4fKpBMpISxuUYxltG0uANFQDQ75Y2UtS29+GSX36IF/fWAAAO13UEDUf858qMvoVZeYVFbQsHsGqQiIiIiIjiz9ZTVgDAqjm5EAQhwkcz8WIylLn//vtxww034KqrrvL7/IEDB+B0Ov0+P3fuXBQXF2PXrl1B78/hcMBms/l9UPwYaqZMsl4LrUY6cXSxhVnUOFTXCQC4YVF+wEXEWXILs5ONrJQJRSgDskPh8Yj48DPpSfeGRflITdSiqrUX/zzSEI7DJIopXXYp6L9oeta4hSFDhTL/PNwA3/rP6xbmT7pARhRFbJLDFmOSVP2SGaBNmNMtqm0V23qdQ1atLJ+mzJVpHfVxlZWaYUjwvgQfj0ooIiIiIiKiaCWKIj4+Gb/zZIAYDGVeeuklHDx4EI8++uig6xobG6HX65GRkeH3+by8PDQ2Nga9z0cffRTp6enqR1FRUbgPm6JUj8OFXrm9SE6AmTKCIMDo08KMIq/b4UJFbQcA4F+vnxdwEXFOfioA4LSVlTLDsdrsWDvMgOxQHahpR31HH1ITdfh/nz8P9142AwDwxAen4faw/R+Rr4ZOqZLi2gXjF4YoLdJauga3L3tTHno/PTcFANAcoMVZtNt1thUVtR1I1Gnw93tX4OEb5mHTPctRkpWsbqgYuB9ruNk56lyZqvZRz5VJMyT4nfPGqxKKiIiIiIgoGp1t6UFdex/0Wo36HivexFQoU1tbi+9+97vYtGkTDIbwvbHdsGEDOjs71Y/a2tqw3TdFN2X3sCFBgxS9NuBtjPKuWxuHxkeFfefa4PKIKMpKQlFW4J6Us/KUShmGMkOx2uy4feNO1LRLA7LrOvrGFMy88Wk9AGnHvSFBi69dMhVGgw6nrd343701YanGIYoVDZ3SY6EgPWncvodSKfPhZ01+j7269l4cqG6HIADrL5fC05rW3nE7jvHy9MeVAIAvXFCEuQVG3H3pdMw3p+Pl9StQmCH9Xs0ZSSjMSFJDmuGqVpS5Mn1O96jnyuw+J/VOzktLxI/XzGUgQ0REREREcWWrXCVzwbRMpCQGnukZ62IqlDlw4ACsVivOP/986HQ66HQ6bN26FU888QR0Oh3y8vLQ39+Pjo4Ov69rampCfn5+0PtNTEyE0Wj0+6D4oIQyuWmJQfsbKnNlbH3j074sXK2j4sWOMy0ApGHNwcwySZUy1i4HzjSxhVkw5RUW1LT1QZQ3dA+3g3wo/S4P3pbblN18nrTYaTQk4O5LpwMAflp+LCzVOESxQqmUKUgfv8V6Q4K02WDX2Ta/x96bFdJj9aJp2bhgqjRDpbqtB6I4eSrajtR1YvvpFmg1Au6RzzMKk9GAl9dLlTOvf+tivPati9WQZriqFY1GwPJpY5sro7wBuXJeHu65bAYDGSIiIiIiiitbT8V36zIgxkKZ1atX48iRIzh06JD6sWzZMqxbt079/4SEBHzwwQfq15w8eRI1NTVYsWJFBI+colWz3NIl0DwZhdKnfjwqZSztvbjhiU+4WD0COyqlPv8XzwweyvT1u9Vd0eue383faxADY0iNgFHPPfjkTDM6ep3ISU3ECp/S1BsWF0AQAKfcymes1ThEscDp9sDaJW0KKMgYnwV7q82O/5XnrQD+j7035eD1plIzpmQkQSMAdqf3mKKd1WbHD1+pACDNbwlUNWkyGnD3pdNhMhr8QppQqlaU8vpXDtSN6lzFNyBERERERBSv7E63OqNz1RxThI8mcmIqlElLS8PChQv9PlJSUpCdnY2FCxciPT0dd911Fx588EF89NFHOHDgAL7+9a9jxYoVuOiiiyJ9+BSFlEqZoUKZtESlUia8oYzVZsdNv9uBZvkYuFg9vLaefpxosAGA38K/L2VGitLPv7nLEfe/10DVWMctNvzq3ZMApDAGAFITdaNus/PGp8oibwF0Wu9Tz0efWeG7+X4s1ThEscLa5YAoAglaATkpwZ9/xqK8woLWHu+cGOWx98cd53C8wQadRsD1C/Oh12lglqtIqidBCzOrzY5bfr8Dn8ntKdcuKwzp63xDmuHMypOqLc+19OD2ET5/VLf24FxLD3QaAZfMjM/eyUREREREFL92n22Fw+VBQbpB7WQTj2IqlAnFb37zG9x444247bbbcNlllyE/Px+vvfZapA+LolQooYy3Umb49mUjaUUWbMGMi9XB7ZKrZObkpSE3LfDfrLzCguo278KiR0Rc/16bOvtw69M7/aqxzli7se653XC4PFg1Jxf/cdMCAEBWin5UgUxVSw/+qbYum+J3XVmpGXlG799quHkORPGgoUNqXZZnNECjCdw6c6zKSs0oyUqG793rNALOWKWWjsunZyEzRQ8AKMmWKk2qW3vG5VjCRQndGzqk51gBwIZXj4Q1dLfa7PjXV4+ol+vae0cU7G+Tq2SWlmQiTW5/SkREREREFC98OwcEGxURD2I+lPn444/x+OOPq5cNBgOeeuoptLW1oaenB6+99tqQ82QovjXLrVpyU/VBb6POlBmmfZmyWBRqK7KyUjMMOu9DlIvVw9tRKc2TuXiI3ceBFiLj9fdqtdmx5olPUNcuLQBXt/Xiyv/3MW54Yjvae53QagT82/Xz8LnzpyBBK6CqtRdnm0c2g8dqs+P2jTvh8ojQaQQUGP3DMpPRgL9/09s+Ml9uI8QZCxTPGjql5wdzetK4fQ+lZVdRphS4aDUCXB4R75+wAgA+a+xSn6dKslMAADVt0V0po4TuSvGdiPCH7tKsrdEH+x/L82Qun8PWZUREREREFH8+ONEEADivKCOyBxJhMR/KEI2FWikTpOoCAIxJSvuy4JUySiBT2y4t5ITSisxkNPjtoh1u+DABO89IocwlM4LPk1EWIn0XO/9y14Vx+XsdWI0FAN0ONxwuDwBAFEXc85f9sPe71RkKW443hXz/yr/71m7pe7g9Ij7/zOAZPiXZKWrJ6revnBmXfwsiXw2dUlCanz6+jwXfWSovfP0CJGi9aXVHr1N9nirJUiplojuUKSs1o9hnfsxY5mAN9T0GBvvFIX4Ph8uNnXJFJ+fJEBERERFRvPm0ph01bdL73ac+OhPXowQYyhANoUVeTM4dqn2ZQWlfFrxSRtm9K48xCakVWZfdqc6T0WoE/P2bF3Gxegj1HX2oau2FRgAunJ415G1NRgNe+9bFSEuU/nZNtskxvDrcBoZXA4tGfXeAXzM/DwDw3ghCmZHsWr9gmvQ3O9cS3e2RiCaCRW6/VZAx/ud8ZZbKycYuON3eAU++z1Nq+7Ior5QxGQ34n8+XqpcLM5PDvplBCbIKM73hz/evnhXS99hf1Y4+pxu5aYmYX2AM2zERERERERFFO6vNjq//aZ962dJpj+sZzwxliIYwskqZ4KGMsrNWIWD43buVzd7FabdHRCp7zw9pszyzZF6BUW0pNxST0aC2Oauo7RjPQ4taFXUdAAC9VnoqMGckoTAjCVp5C7hvy7yr5FDmYE272tZvOAN3rWuH2LWulK0eitO/BZGvxgloXzaQ8jwV6PFfnCW3L4vymTKAN2Q3pxvwyjhVl5qM0n0vK8kEAGyVW5IN5+OTUmu4eO+dTERERERE8eflA3Xo8Fk7jffZ2QxliIbQIi8+5wxRKZOmzpQJ3r7MZDTgr3dfqF42JGiG3b2rDFtWtPf2B7klWW12/M+WUwCA2vbekFP2UiUIkMOJePPusUYAwF2XTsPDN8zD69+6GK9962IUZkgLwb4t8wrSk7C4MB2i6O3/ORyT0YAnv7xEvTxliF3rSihzpL4Tbo846HqieDJR7ct8qRUgAR7/xXKlTHuvc9j5aZF2vKETgDSzZTyrS01GA/7thnkApArC3v7grwEU7J1MRERERETxqtfh9rsc77OzGcoQBdHX70ZPv3TCyEnVB72d0r6sa4hKGQCA6N0Vm6zXDbtYNCiU6YnuhbBIUeaWKH+rbrsr5PLH8wozAMRnpUy3w4UdZ6TZBrcumYK7L50Ok9HgN2NiYIAymhZmPQ5poTIrRT/krvUZualITdSht9+NU01do/2xiGJCQwQqZQAEffynJurU58GaKJ8rc9xiA4AJaQ+2pCgDJdnJ6O13Dztv63BdB862SL+7jVsr47ZEn4iIiIiI4k9vvwsv7asBAGSnSO8t4312NkMZoiCU1mWJOg1S5dkjgajty4aolAGApi7vAkxrT/+wLaBYKRMaZW6JwncOynAWFqZDEIC69j717x0vtp5sRr/bg2k5KZhpSvW7TpkxMfCJ8er5+QCAT860qGHLcJQF3EVT0od8otVqBCyakg4gPkMyIkW/y6POE5uImTIDBXv8K60Iq6M8lDmmhDLm9HH/XoIg4GZ5V9cbn9YHvZ3VZsedf9yrXm6I897JREREREQUX17cU4PWnn4UZyXjzQcuCbgRON4wlCEKwtrlDWWGClC8oczQlSzWAcPkjzfYhrx9ZbMUyijzPhjKBFZWalarlYCRlT8aDQmYniPNSjgcZy3MlNZl1yzIC3m2wey8VJRkJ6Pf5cFP/nE0pAVFJTBTBoUP5bziDACcK0PxrclmhyhK5/6s5OBVmhOtJFs6V1ZF8VyZ5i4HrF0OCAIwNz9tQr7nzUumAAC2nW5Ba5Bw//VP69Hey97JREREREQUf+xONzZuPQsAeOCKmTBnJgfcCBhvGMoQBVEpV6rYhmmHpQQC/S4P7E53wNsA0kKbr2OWzqC3dbjcqJYXvhYXSrt923oYygSSm5aoBmPAyMsflbkyFbXB/x6xpt/lwUefSQOnr5GrX0IhCAIumZENAHj1YH1IO72VShlll/1QSuV2cgxlKJ41yo+p/HQDNJroGQavPIajuX3ZCXmzw7TsFKQMUeEaTjNyU7FoSjrcHhE/fv1IwHNikl7rdzneeycTEREREVH8+N+9NWjpdmBKRhI+d/6USB9O1GAoQxSA1WbHY5s/Uy/XdfQFXYBO0eugrJsNVS2jVN4kaKUbK33vA6lq6YVHBNISdZgj7/b13WVLXp81dqGuvQ96rYAfXjtnxOWPysDlijiqlNl9thVdDhdyUhOxZAQDp602Oz6Qwxxg6MeForpNCheVXfZDWSJXypxq6gq5PRpRrLF09AGQQploolS7KY/paKRUoM4zj/88GV9Xzs0FAGw+1jTonCiKIl7cI/VOzpA3EMR772QiIiIiIooPUpVMJQDgW1fMQIKWUYSCvwmiAMorLH6VKUO1GtFoBKQZ5BZmfcEXkpVFmgumZgEYOpRR5snMMKUiSx6A1c5KmYDeOdIAAFg1x4T7r5g54kUupTqjorYDoiiG+/Ci0nvHpdZlV8/PG9FO/PIKC5p82vAN14JHFEV1/kQo7cvyjAYUpBvgEYEj9fFTuUTkq6FTeq4wR2koE82VMsrz6vyCiQtlrDY7Xj3gnSdT197rF8x8fKoZnzV2IVmvxcvrV7B3MhERERERxY2X99eiyeZAQboBty8tjPThRBWGMkQBlJWakeLTbmS4ViNpcguzUCplrphjAgCca+0JWg2ghDIzTanIlGcKcKZMYP88KgUMaxYVjOrr5xakQa/VoL3Xidq2vnAeWlRq7OhTB1JfuyBvRF9bVmpGiU8bMo2AIR8XHb1OdNmlf+OhtC8D/EOy8Wa12fHc9rMctk1RpVEOZQoykiJ8JP6UarcGmx0OV/BWnZGkVMrMn8BKmfIKC+o6vM8dbhF+YfXGj6VdYV++sBiz8tLYO5mIiIiIiOJCv8uDp+X3Q/etmoFEnXaYr4gvDGWIAjAZDZiRm6peHq7ViFGtlAkeyigzZeYVGJFnTIQoevvfD3Sm2SeUSZHum6HMYKeaunDG2g29VoMr55lGdR+JOq3a6uZQjLcws9rsuOX3O9HtcEMAMMM0fEsxXyajAS+vXwFDgvTUkZGsH/JxUd0m7ajPMybCkBDak+95cguz8Z4rY2nvxU2/+wSPvH0ipNk4RBNFaV9WEGWVMtkpeqTotRBFRGWA3dfvxln5uXPBBFbKKGG1b9FhglbA5bNzcbCmHXvOtSFBK+CuS6dN2DERERERERFF2p92nIOl047sFD0+v6wo0ocTdRjKEAXR1CUt0n7jkqnDthoxJkmVMkpVQCBKpUyeMRELzOkAvLt6B1IrZXK9lTJtPZwpM9A/5dZll87KUYOx0SgtlP4eh2N4wLzVZsfajbvUcBAAvvKHvSMOI0xGA245TxrMdu2CvCEfF9Wt8jyZrNDDH6VSZjxDGavNjjVPfKK2YgtlNg7RRGmU/x0WpEdXpYwgCCiWq2VqonCuzMmmLnhEICdVj9y0xAn7vkpYXZQpVQNqBMDpFvGtTQfxg79XAABuPm9K1P09iYiIiIiIxkt9ey9+9e5JAIBHFIfcxB6vGMoQBWB3utUF229fOWvYViNqpUyQ9mV2pxud8gnIlGZQ+90fqx8cyrg9orrbd6bPTJkOVsoM8s4RqXXZ9aNsXaZQW2YNqJSJpfZW5RUWVLf1QpmaIwJDzoMZysIpUoiltFkKRpk9URzCPBnF4sJ0aARproZvgBTOv0V5hQUdPi8IhpuNQzSRLB1KKBNdlTIA1PaF1RM8VyaUx78yT2ZegRGCEPqsrHBQgpmHb5iHF+9ejqzkBJy2duNcixRerV06ZUKPh4iIiIiIKFKsNjtueWoH3B5pBcpmd3EjbAAMZYgCqGuXFpzSEnXISB6+AsOYpLQvC1wp0yxXySTqNDAm6bBAbpd1rGHwMPP69j44XB7odRoUZSX7VMowlPF1xtqNk01d0GkEXD1vZLNRBiotygAAHK7rwDNbK2G12dXKklhpb1VWavYbHK4Vhp6TNJTpudJu+bMtQ++WV9qXlYQ4TwYAUhJ1mJ2XBgD473dPwmqzo6GjD7f8fkfY/hbXL8yH75LtcDOjiCaKw+VGS7f0fBGVoUz2xIcyoZ6Lj8vPpxM5T8aXyWjA3ZdOx/TcVL92jQKAH71yZNI/hxAREREREYWivMKC5m7vGiY3wgbGUIYoAKVffmFWckg7boerlLHKrdBMxkQIgqC2LzvV2A2n2+N32zPNXQCA6Tkp0GoEZMqVMg6XB3390TlcORJeOVALAFg2NRPpIQRnQ5mek4IUvRYOl4hH3/kMNz35Ca7+zVbUyKFCLLS3MhkNuGWJd7d2YebQc5KGosxbqm3rHXLg92gqZQBgtkkKZV45UIeVv/wQFz/2oVo9EI6/RVuPU60YAgBTWuKofxdE4WSVKzT1Oo1aJRlNlMeycm4cb0ogUyNvlKht78Xajbtw3NI5qHJGqZSZP4HzZAIpr7DA4lNFOJaqRCIiIiIiosmmrNQMvc4bOXAjbGAMZYgCUBacirNC6wGfZpBmygTrkai0QjOlSYu+hZlJSEvUod/tUefHKJTLM0zSwneKXosErRQMtbGFGQBpoe75T84BAE43dY85LGnpdqhllQDQ1OVAZ59LXbiPlVR/R2UrAGDNwvwxhRCmtESk6LXwiN7gJZBqee5ESXboM2WsNjs+qWxRL/e7Rb8AJRx/iwPVbX6X77i4hIEMRQVLh7QhoCDdMOEtuEKhzIeqqO2YkJBabbsonwQ8ohRw3D6gcsbtEfFZo7ShYUGEKmUUZaVmlGQlQ6uR/n58A0JERERERPHEmJQAj8e7Ab0wY/SbgmMZQxmiAJRQRhncOxy1fZk9cPsyZfEqzygNH9ZoBMxTWphZ/OfKKKHMTLkaQRAEtYVZO1uYwWqz4+andsDpllbpOnqdY66cKK+wwO7yBL0+FhbVGjvtqKjtgCAA/3nzgjE9GQqCgOnyv8/K5sAtzHznMo2kfVl5hWXIVn0aAWP+Wxyo6QAApCZKYWqlNfqGllN8arRF7zwZAEhJlNpytfb04/YRnHdHOxOqrNSM3NTEQZ/vlatGlcqZg9Vt6O13w5CgwbSc1BF9j3BT5ssUZkibOvgGhIiIiIiI4snR+k64PEBWsh4/XjOX74eCYChDFEBt28jaLhnlSpmuIO3Lmrr8K2UA727eYxb/uTJqKGPyLiwpbWzaWSmD8goLGnxaw7jFsVdOlJWaUZSZBGVjulYjIN/nCSMWFtW2nGgCACwpyvD7dzha3rky3QGvV4LNNENoc5kUgXaZT8lIQrJeWgxOTdSN+W9xsLodAPCFC4oAAJ/WtI/6vojCSWnTZ04PrUpzIlltdnz3pUPq5Xo5EBkuaGnq7MMtT41uJpTJaMC1C70zwzKSdH7XK5UzT3xwGgAwPTdVPXdEkhLMPHzDvEn/3EFERERERDQSB+U1lqVTM3HPZTP4figIhjJEAaiVMiHu8FcrZYK0L1PmBJiM3h2/St9730oZURQDhjLKovZQFQTxYmD1UjiqWExGA16972IUy/ddmJGEl++7SL3+ma8unfRPIu8dawQAXLMgPyz3p8yVORukUkYZBF4c4lwmRaBd5q9/62L84OrZAICp2Slj+ls0dtpR39EHjQB87eKpAKRqn87ewI9doonU0Cm1L8uPwkqZ8gqL3ywZtzj8rBSrzY5rH9+uzlgZzUyok3JbshsXF+DFey7yC20V289IrRlrWnujZvaXyWjA3ZdOn/TPHURERERERCNxsLoDAHB+cWZkDyTKMZQhGkAURdS1SwtjIbcvMwzTvqxLWiTyr5RJBwBU1HSgSV6IO9Fgg83uggBgWo53DodSKdMR5wvHoiji2e1nAXhbT4WrimXgzuaizBTkyG1zlFZp0SiUtkCdfU7skufJXBumUEatlGkOXClT3arMkwm9dZki0C7z1fOk3fKfNXbB7nSP8qi9Ozbm5htRlJWsHt+huo5R3ydRuChVgAUZ0Vcpo1SxKXGIgOFbCb64twYdPpsVRjoTqt/lweE6qZr0watnY7453S+0zUtLVGeuAUBvv2vM7SyJiIiIiIhodERRVNddzi/OiOzBRDmGMkQDtPc60e2QwpXCzNAWxoxyS5XhKmXyfCpl0uWvcbg9uPXpXThu6cTXX9gHQKr+8L2vDHmmTLxXyrx/wooD1e0wJGjwf9+8KOytYQbubJ6SIf3XIodm0cZqs2PtgIHXgXx80gqXR8QsU6pf2DcW03O8M2VEcXBopeyoL84a3fcb+LcoyU5GTqoe/W4PjtR3DvPVwR2QW5edX5IBQGrnBrCFGUUHpVLGHIWVMkpYmilvEkjUaYY9/zYFOCcVj6Cy8XiDDQ6XB5nJCeq5yze0/eKFxX6huSeE6h0iIiIiIiIaH5ZOO6xdDug0AhYXZkT6cKIaQxmiAZTF5HyjAYYEbUhf462UCRLKDKiUsdrs+PIf9qjX13f0Yc0Tn6iD0V0e0W+RPStZqZSJ31CmoaMP//baYQDA1y+ZhgXm9HFvDVMgz3Vo6Ii+UEYJZJR/r0O1BXpXbV2WN+i60VIWSDv7nAHDQqV92WgqZQIRBAHLSrIAAPurRh+gKKHM0hKpjHaJXE77aU3H2A6QKAwa5Jky0di+DJACkce/cB4AQKcV1GrCQCwdfXj1YD0AIFsOcgDgzhUlIZ+3fR+vvm0QldB23fLiQTOoxtrOkoiIiIiIiEZHmeE7r8CIJH1oa6rxiqEM0QC16jyZ0NvHKKGM3emBw+XfWsnhcqNdbjtmSpMWsMorLKj26c0fiO9uX2Vnclucti+z2uy48clP0NzdD40A3HZ+4YR83wK5UkZpKRRNlH9Dyh7xYG2Batp6sOV4E4DwtS4DgCS9FlPkFkJnWwbPlVHCopIQ5zKFYtlUKUDZX9U2qq+3O904ZpGqbJYWSwHPErmc9lBtR8CKH6KJYne60SoHnAma6H15tmJGNhJ1GnQ73KhqDTxTCgCe/PA0+l0eXDgtC//8zkqsnmsCADz1cWXIGwyUF/RLgvQiDjSDKpzVk0RERERERPEmlDb5wSity5awddmwovddP1GE1KihTOiLyakGnfr/XQPmyjR3SdUveq0GGclSeKP05ld29woANAKgbATWCv67fTPlr2uPw/ZlVpsdt2/cqS5WigDuemHfhMwMMMuVMpYoDGXKSs1+7fAAwJCgwdKpGeqTp9Vmx21P74LTLUIrCMhLC76rfTSCzZVxe0TUtcvty8JUKQMAy6ZKQcqBmnZ4PCMPUI7Wd8LpFpGTqldD17n5RiTqNOjsc+LcgHBpLC9EiEbquMXblu+ev+yP2n93CVoNFpiNAICKILOYqlp68Pf9dQCAH147B3npSdj41aWYZUpFW08/fvbm8ZAeW8oLeqWyLZBAM6iIiIiIiIho5Jo6+3DDE58M2yY/mINyF5Lzg2ysIy+GMkQDqJUymaEvJms1AtLkwfMDQxmlJVluWqLafmXg7t7irGS89e2VKJa/Z2Gm/25fpVKmPQ7bl5VXWFDT5m0fJk7gzAC1UmaU7cvGc1HfZDTgrkumqZcFSJVaX352Lx55+wRueWoHrvvtdjUU9IgiPv/M7rAey/QcJZTxDzMsHX1wukUkaAW1BVw4LDAbYUjQoKPXicoBQVAo1Hkyxd5WSHqdBoumpAPwb2E21hciRCNhtdlx718PqJeHakcYDUrlWUwVtYPnO1ltdtz/4kG4PSKumJOLC+QwNUGrwc9uXggAeO3Ter/HVqBzpaWjDw2ddmg1AkqH6UU8cAYVERERERERjYzVZsdNv9uB5m5pHammvRe3j+B9qd3pVjcbMpQZHkMZogFqlR3+I2y7ZEyS58r0+bcYa5bnyQysahi4u3e+OT3obt9MeaZMPFbKlJWakeZTiTSRMwPUmTKjqJSRqlR24pG3T6hPYuEOaZR2dstKMvHzWxYAAPqcUvs8S6fdb9aLiPCHWdNzUwEAlQNCmRqfYFOpBguHBK0G58mLwfur/efKhPK7HThPRqGU1X5a267e1zWPb1dfiET7AjlNfv84VI+Wbu/jNVg7wmihhCQDK2WsNjtufmoHjllsAKT5X75m5KYgxaevcHVbL9Y8sR23/n7noABUebzOZy9iIiIiIiKicVdeYYFV3tgLSJuia9p68eedVSF9faDuJBQcQxmiAZQF5ZG2XVKCA5vdP5RRKmVMaYN38A7c3Rtst2+WEsrE4UwZk9GAfJ/fx0TODDDLlTKNNjvcI2iXZbXZsXbjLtS2SxU2NW29uOSxD3HFrz/2C2nGqlqe57BmUQHsTs+Qtx2PMEttX9biX7VS3Rr+1mWKZSXSrvt9PnNllN/3UFUtoih6y2gHhTLSZaVS5pebP0OnT7ga7QvkNPnlDGgtGO0D65VKmWMWG5xu6dyjPA4b5RBbAPDvbxz1ezyWV1jQ0+8/d62lux91cjWibwAaLEQlotBs27YNN910E8xmMwRBwBtvvKFe53Q68dBDD2HRokVISUmB2WzGHXfcAYvF/3mura0N69atg9FoREZGBu666y50d4+8UpWIiIiIol9ZqdlvE53ijzvO4W+7q9HU2TfkZlhlTWWJT3cSCo6hDJEPl9sDS4d0chlJ+zLAt1LGv32ZNUilzEhkpkj33ed0w+50D3Pr2GKzO3FGblX13dWzJnRmgCnNAK1GgNsjqn/HUJRXWFAth3sKp0dUFyPr2nvDUnlRJYcfU3OS1TlFGnUuETAlI2lcB2DPkCtlalp71YVZADjeIJWr5qbqw/a9FMumSgu0yoKtshCshKnBfref1nSgpdsBnQZquzKFUinzWWMX9le14e3DDYO+rznDELUL5DS5iaKIv+2uAQAY5XA/2gfWT81OhtGgQ7/Lg5ONXQC85z0lvg5UnTdwntpAvgHop/I8mYEhKhGFpqenB6WlpXjqqacGXdfb24uDBw/i3//933Hw4EG89tprOHnyJMrKyvxut27dOhw7dgxbtmzBW2+9hW3btuHee++dqB+BiIiIiCaQyWhAoU+Fy5SMJJxXlIE+pwcPv3EUl8sbjYOtZykzQdm6LDQMZYh8NHRKFRF6nQamEQ5FNwaplLEqlTJjWFxLTdRBJy9ixdtcmQNV7RBFoCQ7Gd+/evaELlJqNYJapaOEdaEoKzUjUec9vQ5cfvSEYS6OKIpqpUxJdoraDq9InUuUjNe/dTFe+9bF4zYAO99oQFKCFi6PqM5istrseO1gPQDg/RPWsLf8Or8kE4IgVeNYu+z4x6F6v4Vgt/y7/dvuanUHh9Vmxz1/3Q8A0Gg0g1oMFqQnId9ogNsj4kt/2A27y4Pl07P8WhgWZSYjd4TnBKJQ7D7bhgPV7dDrNHjp3osmxcB6QRDUaplDtR0ApPNeVnKCeptA1T4D56lNyUhCQbr/z1mSlYyr5+epLdDOl0NTIhqZ66+/Ho888gg+97nPDbouPT0dW7Zswec//3nMmTMHF110EX73u9/hwIEDqKmRQuITJ05g8+bNeO6557B8+XKsXLkSTz75JF566aVBFTVERERENPl5PCJqWqUuBusvny6tKd13Mb5/1SwAUDu0BGrxLnUnkUKZJXwPFxKGMkQ+vLMwkqAZ4SwMoyHwTJmmLqV92egXdAVBQGaKVHXQFmdzZfbKbaqUYdETTVkwbOjsC/lrGjrtcLi8lSNmuWLF95/UWFsTNXc70NvvhkYACjOlBc6Bc4pMRsO4DsDWaARMy5FbmDX3wGqz4/aNO9ErVwR19jnDPovFaEjAnLw0AFJgFywse2bbWTzy9glc9/g2XPHrj9Eqz+twujwBj2legXSfTrcInUbAL25ZhFfWr8C3Vs1AglbAnnNt+L99tWGdCUQEAL/76DQA4AvLijDfnD5pBtYrc2UOy3NllPONIli1j+956vVvXYx/3H8JzD7BzJeWF6Ox0w6XR0SeMRFTMtiLmGgidHZ2QhAEZGRkAAB27dqFjIwMLFu2TL3NVVddBY1Ggz179kToKImIiIhovNR39KHP6UaCVsC/XDMHJqMBGo2AlESd3+0CtXi3dNrRZHNAqxGwuDB94F1TAAxliHwou/2LskY+C0NpX9ZlH9C+TF7AHesiW6a8A7m9J7xzZcI9fD7c9p2TQpkLIxXKyAuCDSOolNm4tRIAcP2ifHXh8bVvXQyzz+Li81+7YEz/JpS5LeaMJCTqvD0/xzOECcR3rswbh+pR0+YNr8JRERSI0sJsw2tH8Cd54JyyQz89SXqxoIRibb1OvxkWgVoqWW12dbe/dNwi7nphHwDgR9fNxX2rZgIAfvzG0SFLdYlG6v0TTdhxphVaAfjm5dMjfTgjolTKVNRK7Qo/a7Ths8Yu6DTA968autWk73nKZDTgjfsvwVXzTACAJz44jTcOSY/PpSXsRUw0Eex2Ox566CF86UtfgtFoBAA0NjbCZDL53U6n0yErKwuNjY0B78fhcMBms/l9EBEREdHkoIwOmJaTAp3WGxkobah935oVZyX5bTQ+KLeYn1eQhmS9f4hDgTGUIfKhVMoUjyaUCda+LAyVMgCQmSxVyoSzfVkoA9Ijye5043CdtOB34bTIhDLKDm5LiJUylc3d2HxMWqz4/lWz/RYeX7vvYmTI4V19R+iVN4FUtUity6Zmp4zpfsZqujxX5mxzDywDfqbxGlY+W66U6ZCr0h64YiY2f+8yPHzDPHzt4mkBv0Z57RDomMorLGjv9T5uB4ZJty+dAp08WwgIXKpLNFJWmx3ffvEgAMCg10KvnVwvyUrl3U+nrV3ocbjw8v46AMBV8/Lx3atG1mrSZDTg2a8uw4XTstDb78b/7pXaJ80ypYb/wInIj9PpxOc//3mIooinn356TPf16KOPIj09Xf0oKioK01ESERER0Xg70ySFMrNMaX6fV9tQZ3o3Gt92fqHfe75PazoAcJ7MSEyuFQCiceZtXzb6Shnf9mX9Lo/abixvjJULWSnhDWWUQKa2fegB6ZFUUduBfrcHuWmJKMke+d8kHNT2ZSFWyvxh21mIIrB6rkkNDxQmowFXzpV2nSqD6kdLqZSJ1O9FMUOulHn903q8sLMaAJAt/1sdj2HlVpsdz2w9q14WALwphyd3Xzod65YX+w0S12oETMlIUlsgBTqmgcPHBwY37x1rgssjqrcPVKpLNBJWmx03P7UDfXJPXnu/O+rOv8MxGQ0oSDfAI0pzZd74VJoltXZZ4ajuT6MR8OvbS5GU4H1p+n/76ibV74RoslECmerqamzZskWtkgGA/Px8WK1Wv9u7XC60tbUhPz8/4P1t2LABnZ2d6kdtbe24Hj8RERERhc8ZqxTKzAiwOc5kNODV9RdjzSLpdeALO6v8NqUr82QYyoSOoQyRj9p2aaf/qNqXKTNlfNqXNXdLVTIJWkFtPzZaGUqlTJjal5VXWFDd1gtlrdk9Tq2mxmJflbd1WaRa2Cgtx0KplDlm6VR3i9+3akbA25xfIj1BHRxjKFPVGh2VMhlJ0r9LpV3YXSun4Z3vXjpuw8rLKyx+VUYD25ENHCRemJGkto8LdkyBvsb3dmqprs/XFGUmhb0CiOJHeYUFDZ3esCEaz7+hUObKPP7+KbT29CM3LRGXz84d9f0ZEjRI8il1b+52TLqwimiyUAKZ06dP4/3330d2drbf9StWrEBHRwcOHDigfu7DDz+Ex+PB8uXLA95nYmIijEaj3wcRERERTQ5K+7KZQToWmIwGPPHFJZiRm4L2XieekVv3251uHLNIXW6WFGdMyLHGAoYyRD5qx9K+TJ5l4Vspo86TSTOMOVTISpFnyoSpUqas1OxXeghIi9HRtNC8R54nc8HUyCXtaigzTKWM1WbHl57dDbcoIlGnCfpvaKkcynxa0662wxqNaKiUsdrsePiNI+plAcD7x5sAYNzm2gxX1QL4DxJXwpXhZu0E+pqB1/k+XhYXZUyKYewUncpKzUjUeV+CjVerv/G2uEhqYbavSgqZb10yxa/38EiVV1jU6lKAVWlEY9Hd3Y1Dhw7h0KFDAIBz587h0KFDqKmpgdPpxO233479+/dj06ZNcLvdaGxsRGNjI/r7pcfgvHnzcN111+Gee+7B3r17sWPHDjzwwAP44he/CLN5cp2riIiIiGhooijidFMXgKHbSOu0Gjx03VwAwPOfnENjpx3HLJ1wukVkp+hHtZ4arxjKEMm6HS51MagoK2mYWw+WJlfKVLf2qGGMMk8md4zzZADvTBnfBauxMBkNWLe82O9z1y7Ii5qFZpfbo1aTXBCheTKAt31ZS7cDDpc74G2sNjtu37hTrZJyuj1Bd3fPzktDWqIOPf1ufNY4ugG4oih6K2VyIlcpU15hUavLgMFVK+NhuKoW39uNNBga6mtMRgNeve9i3LGiBAKAtw83YNOeajy3/Sx38dOIJSfq4HJ71Mvj0epvIpwnV8ooRtu6TBFK6EpEodm/fz+WLFmCJUuWAAAefPBBLFmyBD/5yU9QX1+P8vJy1NXV4bzzzkNBQYH6sXPnTvU+Nm3ahLlz52L16tVYs2YNVq5ciWeffTZSPxIRERERjZPmbgdsdhc0AjBtmHWmq+fnYVlJJuxOD36z5RQOVncAAJYUZ0asy81kxFCGSKZUyWQmJ6gBy0i43FLVQ3N3v7ogryzW5hnDF8qEq1IGAHacaQUAmDOkhcB/VFiCBg8T7URDF3r63UhL1GFufuTaX2Sl6NUd7U2djoC3Ka+woKbNG04MHBTvS6sRcJ5czjnaFmbtvU50yQFQJHchRGoBdaiqlvH+vj+7eSEeuHImAODhN47ikbdPsL0Sjdjec61wi9K5d6L/HYdTXrr3mPU6jdrGc7RCDV2JaHirVq2CKIqDPl544QVMnTo14HWiKGLVqlXqfWRlZeHFF19EV1cXOjs78cc//hGpqcF3ThIRERHR5HSmSWpdVpyVDEOCdsjbCoKADWvmAQBePlCL1+X5oueXZIzrMcYahjJEsiN1Uv/DgvSRL/5YbXZseP2wermuow9rN+7CuRapmsGUNvYFpayU8IYy7T392HVWCmX+8o0LkW80oKW7H+8caQzL/Y/VXnmezNKpmeqifyQIgqD+mwg2V6as1IxkvfdJa7hwQmlhdmCUoYxSJVOQbhj2yXI8RXIBdTSVMOHyxQuKoNdpIMrd55THO4MZCtVOORC/bFZuxP4dj5XVZsc3/rRPvewaokJwJCIVuhIREREREcWr4ebJDLS0JBPXLciHRwSON0hdYIarsCF/DGWIIC0uPfrOCQBAVWvviBeVyissfjNHlD74yqK7KQztyzKS5ZkyPc5hbhmaLSea4PaImJufhpmmNLWV2Qs7q8Jy/2O1T54nc2EEW5cpCtKl0KEhSCiTatDB4zMfZrhwQg1lakYXylTLoUwk58ko4nEB9Z2jjeh3eVtPce4FjdSOSimUuXhmToSPZPTKKyyolitMgaErBEcqkqErERERERFRvDndpIQyaSF/zQ+vmwPfPdT/9c8T3Kw6AjEVyjz99NNYvHgxjEYjjEYjVqxYgXfeeUe9ftWqVRAEwe9j/fr1ETxiigZWmx1rN+5CR68UdvT1u0e821dp4+R7MkrUadDnlFqBJYWhmiHclTKbj0oVMdcvLAAAfGl5MfRaDQ7VdqCitmNE92W12cM6W0MUReyRq3hm5Ua+TYZZrgTxDd58ffiZFXaXB1MykvDjNXOHDSfOK8qARgBq2/pG9TurapEWQqdmR8cuhHhbQFUe7wqNAM69oJC1djtwQt5JtGJ6doSPZvQ4/4WIiIiIiCg2nLGOrFIGANISdUjW69TLlg47u4iMQEyFMoWFhXjsscdw4MAB7N+/H1deeSVuvvlmHDt2TL3NPffcg4aGBvXjV7/6VQSPmKKBsttXqXMYzbBypVqgKFNaqBUEwOHy4JScND8bhsAiQ54p09vvht05trkvXXYnPjndAgC4flE+ACAnNRE3LpYCmo3bKkMOWaw2O8p+t2PI2RojDW32VbWhvU8KyX7+9vGIn9CVmTuWjsCVMm/K/1bKzjPjnstmDBtOpBkSMEeekzOaFmbeSpnoCGXijfJ4V1rWGQ0JcVMlFEvCHSaHavdZqQpwTl4acsNQRRkpnP9CREREREQUG5T2ZbNGEMqUV1jQ7XCpl9lFZGRiKpS56aabsGbNGsyaNQuzZ8/GL37xC6SmpmL37t3qbZKTk5Gfn69+GI2RGyBO0SFcu9592zhtXHc+dD5lMy3djjGnxUaDTt2RrFT1jNaHn1nR7/Zgem6K3wn3zounAgDeOdIY0gBzq82Oz/1+Jxrl2wSarWG12XH7xl0hD0S32uy4728H1cv1UZC0e9uXDT6GLrsTH51sBgDctDj0fzNL5QFoowpl2pRKmci3L4tXJqMBd6woAQCsmJHNhehJRqmQDPW8FE47KqVA/OKZk7dKRhGP7QuJiIiIiIhiSWevE81dDgDAjBGEMuyeMDYxFcr4crvdeOmll9DT04MVK1aon9+0aRNycnKwcOFCbNiwAb29vUPcC8UDZVFJCVFy0xJHvbiktHGqbe+Dy2fGSDh67QuCgEy5WqatZ2wtzN45orQuy4cgeMOjgnQD9DrvaWG4AeblFRbU+1SPDEzFlYXPWjlEqGnrxS1P7cBxS2fQHerlFRa0+vx80ZC0FwxRKfP+iSb0u6SAa15B6L03xzJXprpV+n2yUiayzi+W/obK34MmByVMVsLN4c5z4bbzjBTKXDJj8s6T8RVv7QuJiIiIiIhiyZnmLgCAOd2A1ETdMLf2YveEsYm5UObIkSNITU1FYmIi1q9fj9dffx3z588HAHz5y1/G3/72N3z00UfYsGED/vrXv+IrX/nKsPfpcDhgs9n8Pii2mIwGJGilcOKpL58/5hPIeKXFmckJAICOMcyVqW7twfsnmgB458koyissIxpgftPiAvX3Bkht23x/zkCt4Syddtz8VPB2Z2WlZqTovTN4oiFpNw9RKfNWRQMA4MbFZr+AazjLSrIAABW1Hahp6wn56zr7nGooV8JKmYianSeFcJXN3XD7hLAU3YYLk8MlUHu0+o4+VLX2QqsRsHx6Vli/HxEREREREcW+cLfiPi2PXhhJlYyC3RNGL+ZCmTlz5uDQoUPYs2cP7rvvPtx55504fvw4AODee+/Ftddei0WLFmHdunX4y1/+gtdffx2VlZVD3uejjz6K9PR09aOoqGgifhSaQL39LvQ5pTBiTn7o1Q7BjFdanJkiV8qMMpSx2uy4/emdcHlE6DQCclP1fteXlZqRZ/TOOBguEGnrdcLp9i5GG3Rav5+zrNQMU4CZCcrX1Lb3DgpmTEaD398gGpJ2pVKms8+J3n5vv8zOXie2nVZalxUE/Npg9FoBGkGqohrJLv0auSojNy0RKSPYwUDhV5SVDEOCBg6XBzVtrJYZiUjNcwGAGxcVwKe75KhbVg4lWHs0pUpm0ZR0pBkSwvb9iIiIiIiIKPaNRyvuM1Zlnszo1kPZPWF0Yi6U0ev1mDlzJpYuXYpHH30UpaWl+O1vfxvwtsuXLwcAnDlzZsj73LBhAzo7O9WP2trasB83RVZLlxRyGBI0IyrVG8p4pMVKpUz7KGbKKCfulm7pZ3V7RHz+md2DApFNd12kXjanG4Y89jcO1Uu3k0OLRJ3Gb3C1yWjAmkX53uNP8l+EDNbWTWlf9tWLSiIeyADSIPc0+d+FpcP7+3p5fy2cbhEzclIwKy/0Jy+rzY7PP7MbopxnWbtCnzlU1SpV1XCeTORpNQJmyjtJTjZ2RfhoJo9IznMBpHZlvoVNOo0Gf//mRWE7z6htG9uloM43fN5Z2QoAuCQG5skQERERERHR+Bm4mbG6tQdrntiubgoNVyvu03IoM3MUlTI0ejEXygzk8XjgcDgCXnfo0CEAQEHB0DvcExMTYTQa/T4otjR3S/9GclITR9SCajjhTouz5EqZ9lHMlAnUSixQIDIzLxW5qVKw8h83LQh67B6PiDcPSV/70HVzkajToKPPibMt/q24jtRL7f5uXFyATfcsR0lWMpTfsIDBO9RFUVTbhN17WfQk7Uq1TEOn1PbIarPj11tOApBCpJE8CQ76W4xg5lC1HMpwnkx0mC3vJDndxFAmFFabHbc8tSNi81wA4J2j0kyt5dOzoNUI6Hd7UNkSegvB4SiPbyX4UcLnVw7UYdspqbJufgFfRxAREREREVFgvpsZb3ryE3xr00Fc/T9b0dLdr64lhasV9xmGMhERU6HMhg0bsG3bNlRVVeHIkSPYsGEDPv74Y6xbtw6VlZX4+c9/jgMHDqCqqgrl5eW44447cNlll2Hx4sWRPnSKsOYuKZTJDdBqK5pkJsvty0YRypSVmlGc5a2u0A7RsmeeWVowtHYFDjQBYF9VGyyddqQl6nDtgnyUFmYAAA5UeQfX9/a7cLiuA4AU3Mw3p+Pl9SvUcCkxQTOoEqa1px/9Lg8EAciLkkAGAArkuTKWjj5YbXbc8MQnsMst77rszhEtLKszh3zyvykZSSG1T6qS25exUiY6zJZb7Z2SX8SMVCTbeEVCeYUFFp/ZTKN9ETna35soitgshzJfv3gavnxhMQDg2W1nR3Q/Q1Ee3wM9t/2sWgX4y82fxc3fnIiIiIiIiEKnbGZUKmKauhz455EG9LulUQSKQBudR6q336XOXJ3FUGZCxVQoY7Vacccdd2DOnDlYvXo19u3bh3fffRdXX3019Ho93n//fVxzzTWYO3cufvCDH+C2227Dm2++GenDpijQ4lMpE82UUGZ/VduIF/RMRgMe/0KpenlKZnLQ1mBz5YXmk422oPf3D3kR9bqF+TAkaLFsaiYAKaxRHKzugNMtwpxuQGFmknocP715AQAgLy1x0PdvkNuD5aQmQq+LnlOU0qLN0mHHT988plZXAYB7BJUugM/MoUzvwu0XLigMqSqIlTLRZXae9KLl1Cjal1ltdtz69M6ItfGKhCVFGX6XtcLQc6sCGUv7s6P1NtR39CEpQYvLZ+fi7kunQSMAH59sxmdDnO9GwmQ04IVvXKhezknVIzc1EW0+bSfrO+xx8zcnIiIiIiKi4JRNh5XN3XhxTw0+9/sdsHTaIQ643Z0Xl2DHQ1fAnC6tHYkA/uXa2WPqMFNpldaYslP06hxrmhjRs+IZBs8//zyqqqrgcDhgtVrx/vvv4+qrrwYAFBUVYevWrWhtbYXdbsfp06fxq1/9iq3ICMDkqZTRyon4UYttVAt6nXZpSH1uaiJeGWJWy2x5PsrJIC2Z+l0e/PNIAwDg5vOmAIAayhyo9lbK7D4rzU+4aHq2X1u4heZ0AFLaL4r+TzMWuT2Y8iQTLZRKmT9+cg5vH5F22is/kVYz8oVlJZi5ap4JALDjTGtIX1fZLD1hGjkkPCoog/DOtnTD6faE/HVWmx3X/3Y76tqlf++RaOMVCcpjR5GZkjCiuVFKIDNcD91glTTvHJXOW1fMzUWSXouS7BRcv1BqYfrbD06HrWqpvVeqiElN1OKf37kUX7tkqt/14SozJyIiIiIiosnLarPjpt99gkfePoGr/t9W/NvrR1Avb1YeuOZ0/6qZyEtPwhv3X4ILp2YBAH77wZkRrUUMdKZZWvdj67KJF1OhDNFoTYZKGavNjo1bK9XLde0jX8StkucmnF+SMeQiqLdSpmtQaAIA/zhUj45eJ7JS9FgxQxpYfX6xFMqcbelBq/z79A1lfBVkGCAIgN3pUdv5KBrkskklBIkWKXotAKDLIQVba5dOUdvBFWYkjWhhWWEyGvCfZVLV0L6qNvXfYTBVLT1q67qH3zgS8wv4k8GUjCSk6LVwukW1iikU/zhU7/dvPx4W6XscLry8vxYAMCdfesF3wdSsET1uBs5jCvR7s9rsuH3j4Aok39Zl1y7IV29/72XTAQDvHGkMW9XSSblyaklxJkxGA9YuLZRaFsrB+miCXCIiIiIiIoodTZ19uOY329Bkk9aCRAAJGgHfuXIm/vmdlUHXnExGA/5w5zJkpehxxtqNv+6qHvUxnG7iPJlIYShDhMlRKVNeYfGb8eIWR76Ie04OZablDH2ynWlKhUYA2nudfm26AGnB8z/KjwEAnG6PGsBkJOvVVk77q9vR1+9GhTxPZmAok6jTIi9NejJRKgUUDfK8iYKM6KmUsdrseHa7d+aEIAB7z7Xj6a+cj4dvmDeqQEZRmJmMxYXp8IjAe8eahjyGLz67W71s6WT7o2ig0QiYqVSWNYY+V6ZwwMyRoWY8xYrXPq1Hl8OFaTkp+GnZQgDArrOtcI1gV8/SkkwIAz7n+3tTKmlq26TzSk1br/o4OdXUjbMtPdBrNbhyrkn9+oJ0AxJ9WiWGo2pJCWXmyP821JaFGVLYPNogl4iIiIiIiCY/j0fEt186hI4+p9/nnR4RxqQEdSZzsDWn9KQE/Ms1cwAAv3n/lLo2N1Jn5Pm4nCcz8RjKEMFbKZObGr39E5Xh0T4zvZCbljiiRVxvKDP0kHhDghZT5ZklJ31mZVhtdtz29E709rsBSDvffRcvl5ZI5ZMHqttxsKYdTreIgnQDirIGV70oM2bq2nv9Pq8MATdHUaVMeYVF3bkAAKI8Q2ZnZSvuvnT6mBdWlV37m481Br1NeYUFjT6LxPFQWTFZzFHmygRp9xfI24cb/C6nJ+tHtUg/2oH3E00URfxlZxUA4I4VJVhWkonM5AR09Dqx36fl4VA8HhG/2nwSIgC91vvyZcOauervbWAljQjvvCelddmls3KQ5tP+r7zCAofLGwyF47GlhjJy1SHgDWbGGuQSERERERHR5OV0e/Avr1Rg7zlpJrPS7X9gRwWT0TDkmtMXLijCArMRXXYX/t+WU6M6FiWUmWlKG+aWFG4MZYgAtRokmitllAW9Ip/h8G6PiARt6A/jUCtlAO9iom8oU15hQa1PZYtnwID7ZSVSC7P9VW1B58kopsihTP3AShmlfVkUVcoogdh4tR66fqEUyuw804LOXmfA25SVmtUWauNxDDR6ygym09bQQpnmLgfelQO41XLFxoKCtFEFMrePcuD9RNtZ2YrT1m6k6LW4fWkhdFoNrpB/9vePB68QU1htdty36QB2nW1FUoIW/3vPciwpygAAvHqwXr3dTYsL/KpeFFUtPXhxTw0A4LqF+X7XlZWa1ZAYGPtjSxRFdR7X3Hz/uXXDvagmIiIiIiKi2GS12fH0x2fwjT/txWsH66HVCPiPG+ejOHN0rfG1GgH/cZPUEv9/99bgmKVzRMfT7/KgWp7XOiuPlTITjaEMEYCWLmm2QzTPlAG8wcxD181BSVYS2nr68dCrh0PaKW93ulEvBx7TclKG/V6z8waHMmWlZiQPEQxcIA8aO1Lfia2nmgEAF03PCnj/3kqZIO3LoqhSZrxbD03PTcWcvDS4PCLePxF4gdpkNCDbp5KL7Y+ix6wAj5Wh/H1/LZxuEUuKM/ADudx4f3UH7E53yN9z4MD72vbeqA1mrDY7/lNueXjb0kK1SuXqeXkAgC0nmgLOrvL9+lt+vwPvyu397r9iBpZOzcJ/r10MAHj/RJM6L+twvQ0Ol0dtcZaRLH2vv+2pUds/nieHOQqT0YDX7rtYrULMTU0c02OrpbsfbT39EAT25SUiIiIiIiJv55lfbj6J7WdakaAVsPErS/H1ldPG1FHhwmlZuKnUDFEEfvzaUfxhW2XI6wJVrT1we0SkJepgiuJN6rGKoQzFvR6HC33yYmi0hzKAtIB436qZ+O2XzocA4L3jTSHtlK9t64UoAqmJOuSE0KZtrlIp49OSKTNFD9+il4HBQFFWEnLTEuF0izhcJyX0A+fJqF8r7wTwbV/m9ohqiy5zFFXKAOPfeujahUO3MGvv6UeNPCfjB1fPZiATRZS5IVWtvXC4hg5W3B5Rrdj4yvISzCtIQ54xEX1Ot1q6HAqlTZdCqVrbtKd63NuZjaRlmtVmx+d+vxOn5ZLoGxYVqNddOjsXeq0G1a29qGwOPI9HCZ8sHd7v9ff9dbDa7JhpSsMVc3IhisCfdpyD2yPiv9/9DIDUIu3hG+bhxbuXIyMpwe8+7/7z/kHHbjIasFwOkO9YUTymx5YSzk3NTkGST4hNRERERERE8UfqcrHTr/NMVooepYXpAMbeUWHD9XORqBNwqK4Dv/jnZ7h9406/97zB3sOfbpJbl+WlBuxwQ+OLoQzFvWZ593SyXouURF2EjyZ05nQD0pK8xzvccOqzauuylJBOtrPlUOZUUxc8HmkX+95zbehxuJGZlIB/WzN3UDAgCILawgyQdpwXZwWeX6NUyijVO4D0t3B7RGg1Akxp0Rc4jGfrIaWF2daTVjz10ZlBf8dDdR0AgOm5Kfj26lkMZKJInjERaQYd3B5RbREYzMcnrajv6ENGcgJuWFwAQRBwxRypjddHJ60hf8+yUjPyA/wb+OOOqnFtZ6aEJKF8D2+g4n2M/+iVw+rXpCbqsGKGFNpuOR74Zx8YPgFAjU/LxLsvnQ4A+L99tfjmX/fjVFM30pMS8OA1c3D3pdOxs7J10ODEYPNilhRJ567aAdV7I/VZow2AN6wjIiIiIiKi+FVeYVE32SqabI6wzQjWaQQYErzrgzVtfbj8vz/G89vP4rMGW9D38Oo8mVx2eIgEhjIU91omwTyZQMorLLD1udTLww2nPucTyoRianYK9DoN7E6P2iJpizz74eoFebj3shkBgwHfwda9/S419BpoSoa3fZnSusjSKT1J5aUlqvNb4sXc/DQUZiah3y3iv989OejJ8tOaDgDehWOKHoIgqAvwQ7Uws9rs+K9/ngAArF1aCEOCVEWxSg5lPj7ZHPL3lCrmZqiXUw3SfXXZpXPCcCHtaCjl1sr5YLjvoQQqvo3JBp6jrpovtTAL1ravrNQMo8H74nJgy8SLZ2RjZm4K7C4P3j8hBTt3rihBulwdM5J5UPPN0vyX4xbbsL+LoSj/BnzPhURERERERBSfykrNSEkcvxnB5RUWdA7YjNjndOPnb5/Adb/drm50HPgeXpmLy3kykcFQhuKeEhpMhtZlvpTFRoVGwJAndWXmwtQQQxmtRsAseR7CyaYuiKLoDWXm5wf8GqvNjpf21qqX+5zuoIu2ZjmU6e13o10ebt8gtygqyIieeTITpbnLAZvPk+jAJ8tPa9oBAEuKMyJxeDQMZa6MUv47kNLGq7JZehxeu8D7GLpkZjYStALOtfSoj9NQtMqB8pKiDNx1yXS/64YLaUfjzzurUNvep4Ysw32PUM5RV82TAqkD1e14/P1Tg84VuWmJSPUJZQa2TGzucqjnD8Ubh+rV+xnJPKj5BVIo81ljF1xuz7C/j2BONTGUISIiIiIiIklOaiISdd5QJtwzggduRtQIQHpSAnIHjC5Q3sP/41A9AJ9KGc5CjQiGMhT3lEqZUOasRBNlsTFBK510s4cZTq20L5seYigDeBcVTzZ24XiDDfUdfTAkaLByZk7A25dXWNSZMIB3zkWgRVtDglYdJKbMlWmQK2UK0uOvNVd5hQU2e+DKJ49HxKHaDgCDh5RTdJid5w0wB5L6x/q38frB3yvU4CDNkIALpkrzTD4eQQuzSvkxvWZRAdYtL0ZJVrI64F7A0CHtSFhtdvzkH0fx193Vfp8fLgg2GQ14/msXqJenBHjhWZCepM6vevz904NC3GMWGywddhh0Gjx07ZxBX19eYUFrT7/f961p6/M754Q6D2pqdgqS9Vo4XJ5h29AF4/GIOCUHcwxliIiIiIiI6HiDDW09/UhK0OBfrx/8vnasBm5GLMpMxpbvX4a3v3MppmQkYeAEg9cPWbDjTIs62zUjaXKth8YKhjIU95RKmcnWvgyQTrxKQPLVi4YeTl01wvZlANTF0pNNXXhfnvmwcmZu0OHVSjqvdB4briRzijJXRp7hoAzzNsdhpcxQVQVnW7rRZXfBkKBR/yYUXZT2Zfur2gZVe7x6sA41w7TxWjUnFwDw0QhamJ2Vq26m56aoL8KyUqQXUwk6TVhe6Fltdlz/2+34y65q2OwuzMxNQVKC9NIhzZAw7PdQSqjTEnV49b6LB93WarOjodP7+xpYIfbPIw0AgCvnmXDfFTMHfX2o55xQ5kFpNALmydUyxxtG18Kspq0XfU439DoNpmaHfq4lIiIiIiKi2LT1lPQ+/5KZOVh/+eD3teEQaDOiyWjA69+6GMWZ0lpTepIOBp0Gxy02rHtuD5xuaZXie/93aFxm0tLQGMpQ3GvulnZZT7b2ZQqlbVJHryvobbodLljl8CnU9mUAMNtnTsaWE40AgGvkGRCBKE8CRfIJf7iSzEL5dnVyKBPPlTLK706ZhZHos6h+UJ4ns7gwAzotT9vRKDNZCkPae5249emdsNrssNrseOqjM3jnSKPfbQMFB1fIc2V2Vrbg6Y/ODPuCyOMRca5F2tUyXR7KZzIa8NydywAAbrfHr+3XaFhtdtzy1A61EkUA0O/24CsXlQAAzitMH/bFZKVcDl1alBHwtgN73/pWiImiiHeOSr+76xYWBLz/kZ5zhqO0MBvtXJnP5Hkys0ypcTcXi4iIiIiIiAb76DNpk/Pl8vv+8RJoM6JvWLPl+5dj20NX4PalU/y+rn4cZtLS8Ma2YkMUAyZzpQwAFMnVJsrw7UCUKpnsFL266B+KufnSAuXZ5m54REAQpB3rQ1FO+OUVFpSVmodcHC2Uj11pX2aRd8wXpMdfpQwg/e7+cMdSfP6Z3eh3edQA5lM5lOE8mehktdmx/m8H1Mt17X245JcfwpCgRZfcks6gE5CerEeTzREwOJhpSkW+0YBGmx2/fPckXtpXO2S40GCzw+70IEErqOcAQGpvZ043wNJpx6c1HbgkSKvBUJRXWNTHJACIkFqD9fa7AQBnW4dv8XWmeegetWWlZvx1V7VfJZESWJ1s6sK5lh7odRpcOTf4eWck55zhzDePrVKG82SIiIiIiIhI0dnrxEF5RvCq2bkROQYlrFFIa3316mXfzZG+t6PxxS3XFPe8M2UmZyhTmKVUmwQPZc6NonUZAOQZE2E06OCRV0uXFmeG9HsKpVUQ4BvKyJUy8swNc0b8VcooLpyWjQVmI9yit3XTp/IT+JKizEgeGgVRXmFB9YBQ1OkW1UAGADKSE/Gnr10QdK5Jc5cD3Q7v7Qe28RrorBx2FGcl+1VPCYKAC6ZJ82n2nGsb08+1ZmE+fIs9lAqfr108FQBQ29YHm90Z+Itlp+WQIlgoowQqvi0L//3GeTAZDfinXGF0+excpCYOvYck1HPOcJRKmWMWG0RRHObWg52UK2XYZpCIiIiIiIi2n2mGR5TeExf5tKyPJKUNuNLdYbjRAzQ+GMpQ3Jv8lTLSSb22rTfoIqISyoykdRkgLfAq1TIAsGJ69iiPMrAp8kJsfUcf+l0eNMsBWbxWyiiUJ8LyCgu6HS519z0rZaLTwBc0gZpWNdrs2FnZGjQ4UP7WCt+dKoF458kMDjsulEOZfWMMZU4398AjQg1mlAqfWXlpMMstBj9r6BryPoarlAGg9rk9rzADAPDCzmoAwOajUih5/cL8sfwYIzInPw1ajYC2nn402Rwj/vrPGm3y/RiHuSURERERERHFuo/lubGRqpIJRNkcWSivyY21DTiNDkMZimuiKKqVMrmTtVJGrjbp6XejvTfwrvWqUVbKAEBhljcgefXTurD2mPSdKdNks0MUAb1Wg2x5WHm8ulEOZfZVteG9Y43wiFKAlccnyKg08AWNOSMJhRlJI9p1UlZqVkPKUL5GqZSZnjv4Mb1cDmUO1rSj3+UZ3Q8F4LWDdQCAW8+fMqjCZ55cUXJiiDZfdqdbrYIbKpQBpN/hk19eAp1GwCdnWvDS3hqcaupGglbA6nnB51iFmyFBixny7/R4Q+eIvtbudKOqVaqYmpPHShkiIiIiIqJ45vGI3lBmnOfJjJTvrBkGMpHBUIYmDavNjue2nw1rKNDlcMEhL1pO1vZlhgQtTHKVT22QuTJn5VBm+ghDGavNrj6BAECTzRHW4V9KoNTtcKmLu/npBmjifED2lIwkXDA1E6II/PrdkwCA81glE9V8X9C8/q2L8dq3Lh7RrhOT0YBX169Qq2zy0hKH/BrlMT0jZ3DYMSM3FVkpejhcHhyp7xjVz9Nld+LdY1L7sK9cNHVQhU8ooUxlczdEEchMTggpaC3KSsbaZYUAgB+/fgQAcMHUzBHNwQoHpYXZccvI5spUNnfD7RGRnpSAPOPkfD4hIiIiIiKi8DjeYENLtwPJei0umBZ97ejD1QacRoehDE0KjR19WPPEdjzy9omwhgItcuuy1EQdkvTasNxnJCh9KWuDzJUZbfuy8goL2nr61cvDtVQaKUOCVg3D9ldLc1MK0vlkAABl500BAHXQ+swAFREUXXxf0Ixm10l+RhIWTJECgW9dMXPIr/G2Lxv870IQBFwwVXrBt/dc+7DfN1Dg/c6RRtidHszITUFpYfqgr1FCmeNDhDJnrN7WZYIQWtB6/xUzodMAbrkT48nG7rAG8aGYbx7+ZwMG/96UdnHTclJC/nmJiIiIiIhochpu8/jHJ60AgItn5CBRN3nXHGl8MJShqGe12XHDk5+gpVsKB4YbgD0Syn1O1nkyiiK54qS2rW/Qde09/ejsk9qaTc0e2cL+RAz/miIf+155QdN34Hc8Gzhk/f/2hbd1HI2/0ew6WTRFCkAaO4P/rfv63ajvkB7rgWbKAMCF06T5T3vPtQ75/Zo6+3DTk58MCrxfUVuXFQYMGJTg4mRjF1zuwC3SfEOZUOm1GhgSdOrljl5nWIP4UMwvkP4GQ1XKWG123L5xFx55+wRu+f0OfHTSiv/33ikAQKV14oMkIiIiIiIimjhWmx1r5feEwd6zeluXRc88GYoeDGUo6pVXWNA6TtUazXKlTE7q5J5hMlSljNLmqCDdMOJqoIkY/qW0MDta36keJ0n/zvU67ym6uTu8reMoOimzSJSB8YEolW8ZyQnICtIW7MKp0lyZ/VXtcHvEgLex2uy4+vFtaJLPg7XtvVi7cRc+rWnH3nNtEATgc0umBPzakqxkJOu1cLg8qGrtCXgbbygT+nyV8goLuh0u9bJbDG91XijmFUjHW9Xa63csCuXFd43cLtLSYcfX/7QPXfJte/pdfKwSERERERHFKGWTXo28Bhdo83hHbz8O1kidKxjKUCAMZSjqlZWaofMpGQhntUZLt7QYOfkrZeRQJsBMGWUBd9oIW5cpxnv4lxLKuOSF4wJWygCQFqftTm8FQrhbx1F0mpMvVaB81tgV9DZnW6SwY6gZUfMK0pCaqEOXwxU04Hl6ayVsfd7QwSMC1W29eOydzwAAy0oyg1auaTQC5uRL4cXxhsDHenoUlTITUZ03nOzUROTL57lAM3PKKyyoDjK/C/D+HvlYJSIiIiIiij3lFRbUtPVClPc/Blqv2X66BR4RmGVKRaG8Zkfki6EMRT/Bu2APAAVySBCOcMBbKTPJQxm5UqaufXD7smNyBUr+GH5f4zn8q3DAoq+ZlTIAvIvTSh4ZicVpmnhz5aCjrr0vYJUG4DtPJnjYodNqsLREmSvTNuh6u9ONjz6T+tsObE62R7792eaeIas91LkyAdp8Od0eVMmB8EhCmYmozgvFArk9W6D+wGWlZmQmJ6iXNQKg0wjQ8rFKREREREQU88pKzTDo/JfU84yJfu8B2bqMhsNQhqLeweoOv8s/uWl+2Bbo1EqZSR/KSAuY9e198PgEWFabHf+3vxYA8NFJa1S20xm4Y6AgnZUygHdxWqmCitTiNE2szBQ9THLl3skg1TJnm+VKmdyhq98unCa1MAsUyvzm/VOoau1FVrJeneuUnqTzu01H39DzXJRQJlA1SXVrL1weESl67YiD1vGuzgtFSbb0uHv3WNOg34HJaMAsn5ZsRZnJKH/gEvVcxscqERERERFR7Op2uGB3+c9W7XG41HnOHo+IraeUUMY04cdHkwNDGYp6Sg9Ghc0eePf4aKiVMpO8fVlBehJ0GgH9bg+auqTFQ2XuQW+/GwDQOcwCa6Qo7csU5gwuZCqiYXGaJt5cOewIGsrIFSjTc4auQFFCmW2nmtHUKVXRWW12/Gf5MTy79SwA4LHbFuG1+y7GwzfMw9cunub39cO1zJs/RChzxiod+wxTKgRhYC3O8MazOm84Vpsdb/r8zAP7A3c7XPi0VnpeWn/5dLy8fgXmm9P5WCUiIiIiIooDm/bUAABWzszGQ9fNwaIpRnQ73Pjan/ahyWbH8QYbWrodSNFrsWxqZoSPlqIVQxmKegeqpcUvo0HaxV0TZKj0aCiVMpO9fZlWI6izH2papVkHA+ceROucgyk+oUxSghbpSQlD3Dr+RHJxmiJDaWF2MsAsGFEU1fZlM4aplMlPl85rPf1uXP/b7fjj9rO46clP8MLOKogArluQh2sW5Kv/xtYtLx7RPJe5+WkQBMDa5VDPpYozyjyZIVqsRavyCguau/vVywPDqU9ON8PpFjE1OxkPXTdXfWzysUpERERERBTb+vrdeFnuSHPXyum4b9VM/PkbyzE9JwX1HX342p/24aV9UmiztCQTiTptJA+XohhDGYpqDpcbR+qkmSg3LJYWBocasDxSSqVM7iSvlAG8Lcxq5bkyZaVm5Kbq1eujdc5Bsl6HDDmIyU3Tj2pXPVEsmZMnhTInAlTKNHc50O1wQSMAxdnBhwVabXZ85Q971cttvU787O0TaOryhidHLbZBbblGMs8lJVGHEnme1cBqGSWUmTGCeTLRQpnnpBAAv3Pnh/Isnivn5vF8RUREREREFEfePGyBze5CUVYSLpstzYvJStHjha9fiJxUPU402PC33VIoM/A9N5EvhjIU1Y7Wd6Lf7UF2ih6Xz84BAFS1hieUEUURLfJu6Byf8GKyUmaP1MqhlclowIrpOer10TrnwGqzqy3WrDYHn7Ao7s1RK2W6IIqi33WVcpVMUVbykDtuBlbKBVLX3jeocm6kLfOCzZU5LYcysyZhKKP8Dkw+Yf2fv3EhTEYDPB4RH8kDG6+cy97ARERERERE8eRvu6sBAF++sETtMgFImyZ/vbYUvtv2Onv7o3KMAEUHhjIU1ZTWZeeXZKI4S2rVE672ZbY+F/rd0mCuyd6+DJAWaQGgtl1aiBVFEXurpAHfX7qwKGoDmbUbd8Ep/x0cLg+fsCjuzTSlQqsR0NnnRJPNvy3Y2RYp7JieM3TrMqXaQ3mRqBEAnUaAVn6FOFTl3EjacHnnynirejweEZXN3erPMhmZjAaU338JslL0EAFsP9MCADhq6URzl9QbWJnZQ0RERERERLGvorYDh+s6oddq8PllhYOuP2Pthu+2SneUjhGg6MBQhqKaEsosLclUW/W09zphszvHfN/N8gyENIMOhoTJ3+OxUJ7NUtcmtS872dSFRpsdhgQN/uOmBVEXyADe3fzKk5YIPmERGRK0mCaHLp8NmCujzJOZPsysloGtyIoyk1H+wCUolCvqwlU5p1TKfHK6RQ1T6zv6YHd6oNdqUJwVvMVatMvPSMK3r5wJAPjzziqIoqi2Lrt0Vi70Or6EIiIiIiIiihdKlcyaRfnIDrC5W90cGcJmSCKuKFDUEkURB6o7AADLSjKRmqhTK1pqwtDCLJbmyQCDK2W2yi12LpqeHbWh08Dd/HzCIpL4tjDzdaJBmrGVkzZ8y8WBrcjmm9NH1JosFLlG6fzZ3O3AbRt3wmqzq/NkpuWkQKed3C8zbl9aiBS9Fmes3dhxptU7T2YeW5cRERERERHFi85ep7qB+KsrSgLeRt0cGebNkBSbJvdqCcW02rY+tHQ7kKAVsHBKOgCgRK6WqQ5DKNMiV8rEQusywDtTptFmh8PlxsdyKLNKHjwWjUY6WJwoXszNGxzKWG127D0nVQ++sKMqpDZ/A1uRjaQ12XCsNju+8+Kn6uXatj5c+/g2vH+iEYC3em8ySzMk4LalUln6b94/hcN1Uii2ak70nleJiIiIiIgovF4+UAuHy4O5+Wk4vzgz6O1GOqeV4hdDGYpaB2qkeSgLp6SrlR4lcjVIVRjmyiihTKxUyuSk6pGUoIUoAqeburG/Wvr9XT4nund08wmLaDClUuaEHMpYbXbc9vROuDxSs7+WLkfE5y8p7Qd9tfc6sWlPLQBgf3V7TMyHumPFVADedprzC9JgSuN5ioiIiIiIKB6IoogX99QAkKpkBEEY8vbh3AxJsYuhDEWt/VXyPBmfBFqZKxNK+zKrzY7ntp8NuihY1SIFOyn66GztNVKCIKAoS9qZ/vf9tXC6RZRkJ6uzKaIZn7CI/M3Nl2a1VFq74XR78I9D9aht71Ovj4aBgQPbDw58Wdpld0Y8OAqHmaZULJ+WpV6u77BP+p+JiIiIiIiIQvP2kQacbelBsl6LW86bEunDoRjBUIailrIredlUbyijti9rG7pSxmqz48YnP8Ejb58IuChotdnxysE6AMB7x5piZoFNaWH22sF6AMDlUdy6jIiCK8xMQopei363B1UtPbA73X7XR8P8pYHtBzOSEvyu90RBcBQOVpsdZ1u8zzmxEjYRERERERHR0Kw2O3748mEAgFYQ0ONwRfiIKFYwlKGo1GV34jO5bU+x3LIMAEqypaqPoSpllDY/1i6pPVlde6/fAprVZsfajbvQ45AWOW0xtMBWJP+uuuUnCc49IJqcNBoBs+UWZq8cqMMTH54BAGQmS8FHtMxf8m0/uOme5X6VM9EQHIVDeYUFzfLzCRA7YRMREREREREFZ7XZcevTO9Enb5Ls6XfFzPohRR5DGYpKH5+0qv9/398Oqic8ZaZMg80+aOe4orzCMmSbn4FzEGJpgc13sLZeq8FF07MjeDRENBZz5VDmmW1n4XSLuHZBHjZ/99Kom7+ktB+cb073q5yJluBorAa2aYuVsImIiIiIiIiCK6+woM5nfTGW1g8p8hjKUNSx2ux4+I1j6uW6jj41ic5K0SM1UQdRlCpgAikrNSM1Uef3Od8FtLJSM3LTEtXrYmmBrcinqmhJcQaS9bohbk1E0cyc7g0ztBoBP7xmLvLSk6J6/pJv5UwsBDLA4DZtsRI2ERERERERUXBlpWYk+8yhjqX1Q4o8hjIUdcorLOjsc6qX3R5RTaIFQVDbmVUHaWFmMhqQPmC2wXN3LlMX0ExGg9/Q5lhaYEvxCWFONXWxpJJokrLa7Pjbnhr1siiKuOvP+ybFY1qpnImFc6oiFsMmIiIiIiIiCi4nNRGJWu/SeSytH1LkMZShqFNWakaCVlAvD0yiS7KHDmWqW3tQ39EHncY7f+GopVO93uX2YMeZFgDAuuXFMXNCtdrs2PDaYfVyZ1/szMohijflFRY02TjHJJrEYthEREREREREgR1vsKG9z4mkBA3+9fq5MbN+SNGBoQxFnZzURGi8mcygJLpYDmVq2gKHMttONQMAlk3NwrrlJQCALceb1Ov3VbWjvdeJzOQE/LRsQcycUAfO0uEiLtHkxTkmRERERERERJGz/bS0ofuSmTlYf/mMmFk/pOjAUIaijqWzDw6XCJ0G2BAgiZ6anQJAqogJZJt80rx0Vi6unp8HANh6shkOlxsA8O6xRgDA6nl50Glj5yHARVyi2ME5JkRERERERESRs/20tOn70lm5ET4SikWxsyIN4Omnn8bixYthNBphNBqxYsUKvPPOO+r1drsd999/P7Kzs5GamorbbrsNTU1NQ9wjRcLZZilsmZqTim8GSKJLhpgp43R7sKuyFQBw2axcLJqSjjxjInr63dhV2QpRFNWqmWsX5I/njzHhuIhLFFs4x4SIiIiIiIho4vX1u7G/qh0AcOmsnAgfDcWimAplCgsL8dhjj+HAgQPYv38/rrzyStx88804duwYAOD73/8+3nzzTbz88svYunUrLBYLbr311ggfNQ1U2dwNAJiRmxLweqV9WW17L9we0e+6T2s60O1wIStFjwVmIzQaAavnSdUyW4434Wi9DfUdfUjWa2PypMpFXKLYwjkmREQ0Gtu2bcNNN90Es9kMQRDwxhtv+F0viiJ+8pOfoKCgAElJSbjqqqtw+vRpv9u0tbVh3bp1MBqNyMjIwF133YXu7u4J/CmIiIiIImPPuVb0uz2YkpGEaTmB1yeJxiKmQpmbbroJa9aswaxZszB79mz84he/QGpqKnbv3o3Ozk48//zz+J//+R9ceeWVWLp0Kf70pz9h586d2L17d6QPnXwolTLTc1MDXl+QnoQErQCnW0RDZ5/fdUpp4cqZOdDIbbyUFmbvn2jC5mMNAIDLZ+fCkKAdl+OPNC7iEhEREcW3np4elJaW4qmnngp4/a9+9Ss88cQT2LhxI/bs2YOUlBRce+21sNvt6m3WrVuHY8eOYcuWLXjrrbewbds23HvvvRP1IxARERFFjDJP5rLZORAEYZhbE42cLtIHMF7cbjdefvll9PT0YMWKFThw4ACcTieuuuoq9TZz585FcXExdu3ahYsuuijofTkcDjgcDvWyzWYb12OPd95KmcChjFYjoCgzGWdbelDT2ovCzGT1Ou88GW8VzMUzspGi16LJ5sBfdlUDiL3WZUREREREiuuvvx7XX399wOtEUcTjjz+Ohx9+GDfffDMA4C9/+Qvy8vLwxhtv4Itf/CJOnDiBzZs3Y9++fVi2bBkA4Mknn8SaNWvw61//GmYzZxYSERFR7PJu+uY8GRofMVUpAwBHjhxBamoqEhMTsX79erz++uuYP38+GhsbodfrkZGR4Xf7vLw8NDY2Dnmfjz76KNLT09WPoqKicfwJyFspE7w8UGlhVt3mnSvT3tOPw3UdAIDLZntPmok6rXq5y+6CVgCumGMK92ETEREREUW9c+fOobGx0W+zWnp6OpYvX45du3YBAHbt2oWMjAw1kAGAq666ChqNBnv27Al4vw6HAzabze+DiIiIaLJp7LTjVFM3BAG4ZGZ2pA+HYlTMhTJz5szBoUOHsGfPHtx333248847cfz48THd54YNG9DZ2al+1NbWhuloaaBuhwuNNqltwoycwJUyADA1Wwpsyg/VwyrffkdlC0QRmJOXhrwBrbuWT8tS/z9Bp4HD5Q73oRMRERERRT1lQ1peXp7f5303qzU2NsJk8t/EpNPpkJWVFXRDGzeyERERUSxQqmQWF2YgI1kf4aOhWBWVoUxXV9eov1av12PmzJlYunQpHn30UZSWluK3v/0t8vPz0d/fj46ODr/bNzU1IT9/6FZWiYmJMBqNfh80Ps7JVTI5qXqkJycEvV2mfN2us2247emdsNrsePeo9AZxaUmG322tNjue++Scernf5cHajbvUMIeIiIiIKNqM5T1RJHAjGxEREcUCdZ6Mz2gEonCLeCjj8XgGfW7NmjWorq4O2/07HA4sXboUCQkJ+OCDD9TrTp48iZqaGqxYsSIs34vGTpknMz3IPBlAClk27alRL9e292HFox/grcMNAID3T1j9ApfyCgvq2vvUyx5RantWXmEJ9+ETEREREY3YeL8n8qVsSGtqavL7vO9mtfz8fFitVr/rXS4X2tragm5o40Y2IiIimuw8HhGfnFHmVXOeDI2fiIcyu3btwsqVK/Hee+8BANra2tDc3Iybb74ZqampMBqNSE1NRUJC8KoJxYYNG7Bt2zZUVVXhyJEj2LBhAz7++GOsW7cO6enpuOuuu/Dggw/io48+woEDB/D1r38dK1aswEUXXTTePyaF6KwcyswYYp5MeYUF1i6H3+fcIiDK/9/a0+9XCVNWakZJVjK0GgEAoNUIKMlKRlkpB5QSERERUeSF8z3RcKZNm4b8/Hy/zWo2mw179uxRN6utWLECHR0dOHDggHqbDz/8EB6PB8uXLx/zMRARERFFo+MNNrT19CNFr8WS4oxIHw7FsIiHMoC0M+yRRx7B+vXrsXHjRtx///3weDw4duwYDh8+jMLCQpw5c2bY+7FarbjjjjswZ84crF69Gvv27cO7776Lq6++GgDwm9/8BjfeeCNuu+02XHbZZcjPz8drr7023j8ejUCl3L5sxhCVMgNDFmHA9W6P6FcJYzIa8PL6FSjMSAIAFGYk4eX1K2AaMHeGiIiIiChSwvWeCAC6u7tx6NAhHDp0CABw7tw5HDp0CDU1NRAEAd/73vfwyCOPoLy8HEeOHMEdd9wBs9mMW265BQAwb948XHfddbjnnnuwd+9e7NixAw888AC++MUvwmzmxiYiIiKKTUrrshUzcpCgjYplc4pRukgfAADMnDkTf/nLX/C9730PTzzxBGpqavDss8+ipKQEgDQnRvn/oTz//PNDXm8wGPDUU0/hqaeeCstxU/h525cFr5RRQpa1G3ehuq0X5owkCAAabHa4PSK0GgGFGUl+lTDK15RXWFBWamYgQ0RERERRJVzviQBg//79uOKKK9TLDz74IADgzjvvxAsvvIAf/ehH6Onpwb333ouOjg6sXLkSmzdvhsHgfY28adMmPPDAA1i9ejU0Gg1uu+02PPHEE2H8iYmIiIiiy/bTzQCASzlPhsZZREOZZ555Bi6XCwBw4sQJfPjhhyguLsapU6cgCAPrHyjWeTwizrUMXykDDA5ZAKghTbBKGJPRgLsvnT4+B09ERERENArj8Z5o1apVEEUx6PWCIOBnP/sZfvaznwW9TVZWFl588cVRfX8iIiKiyaa334X9Ve0AGMrQ+ItoKFNVVYXnnnsOer0ee/bswUsvvQS9Xo+f/vSnAKC+SWhqasLPf/5zbNiwATpdVBT30Dio7+iDw+WBXqtBYWbysLcfGLKwEoaIiIiIJhu+JyIiIiKKvD3n2tDv9mBKRhKm5QTv4EMUDhFtjvfoo4+ipqYG3/nOd9De3o7KykosWLAAtbW1WLlyJRobG2G1WnHbbbehqqpqyN1eNPkprcum5njnxYyEEtIwkCEiIiKiyYLviYiIiIgi792jjQCAC6ZmsoMTjbuIb7FKSkrCv/zLv8DpdEKn06G9vR0LFy7E1772NVx44YWRPjyaQGebpdZl03OGbl1GRERERBRL+J6IiIiIKHKsNjtePVgHAPjkTAusNjs3fdO4imiljEIQBDz33HO44oorsGLFCtx000188xGHlEqZGSaWCBIRERFRfOF7IiIiIqKJ9/7xJqz69cdwuqVq5PYeJ9Zu3AWrzR7hI6NYJogRrH8vLi6GwWCAKIqorq7G1KlT0d3djdRU/0oJURThcrmwe/du5OXlRehovWw2G9LT09HZ2Qmj0Rjpw4kZX3p2N3adbcX/W1uK25YWRvpwiIiIiEjG17/jZ7K+JxoO/80QERFRNLLa7Hj903okJ+rw6oE6HKrtCHi7h2+Y5zfLmigUob4Gjmj7si1btsBgMMDtdmPZsmVYvXo1XnnlFVxyySX43ve+h4yMDADeNyC5ubmRPFwaZ95KGbYvIyIiIqL4wPdEREREBEhhQXmFBWWlZrbOGidNnX24/olP0NbTr34uQSNAn6BBX78bHhHQagQUZiShrNQcwSOlWBfR9mVz5sxBSUkJpkyZAp1Oh6effhpVVVWYNWsWPve5z+GDDz5ASUkJpk6dipkzZ0KjiYpuazQOuuxOWLscAIDpuWxfRkRERETxge+JiIiIyGqzY+3GXXjk7RNsnTVOrDY71jzpH8ikJyWg/IGV+OgHq1CUmQwAKMxIwsvrVzAYo3EVFa/oExMTcfLkSXR1dSElJQX/9m//hq1bt2L27NmRPjSaIGebewAAuWmJMBoSInw0REREREQTi++JiIiI4pMSyNS09wIA6jr6GMyMg7/tqUFrd7/f5zr7nNhR2QKT0YCX16/AwzfMYyBDEyIqQhkA2Lt3L5YvXw5lxE1RURFWrlwZ4aOiifJpbTsAKY0mIiIiIopHfE9EREQUf8orLKhu64Uy9dvtEVHd1ovyCktkDyyGiKKIfVWtfp/TagSUZCWrbcpMRgPuvnQ6AxmaEFERynR1deGBBx7AXXfdBUEQIn04NMGsNjv+Z8spAMBpazd3AhARERFR3OF7IiIiovhUVmpGZrJ/1xjfsIDG7u/7a7Grsg0JWgHmdCl0YZsyiiRdpA/A4XDg9ttvx6pVqzBnzhwUFhZCr9f73cbj8aC/vx8WCxPiWKOUaNr6XACAnn4X1m7cxZMiEREREcUNviciIiKKXyajAQXpBrT3OtXP/eYLpVwXC5O69l78/K0TAIAfXjsHt5w3BeUVFpSVmvk7poiJWCjT3d2Nc+fO4Z577sGVV16J//qv/0JnZyc2b96MhAT/dNjj8cDhcEToSGk8KSWaClGEWqJ596XTI3hkRERERETji++JiIiI6FxLD443dEEjAPnpBlg67Hj3WBPOL8mK9KGNK6vNPu7hiMcj4kevHEa3w4VlJZm4a+V0aDUC1xwp4iIWyvzud7/Dj3/8Y/zrv/4rfvGLXwAA0tPTkZ6eHqlDoggoKzXjiQ9Ow2aXKmW0GgGFGUks0SQiIiKimMf3RERERPSPQ/UAgEtn5WLd8mLc+9cD+Pv+Wjx4zWwk6rQRPrrxYbXZcfvGnahp68Nfd1WPS8ccq82Of//HUeysbIUhQYP/XlsKrYYtYik6RCyU+c53voPc3Fz84he/QHd3N375y1+ivb0dmzdvhtlshslkQnFxMbKzsyN1iDQB0pMToPHpmc1+jkREREQUL/ieiIiIKL6JoojyQ1Jr0pvPM+PKuSYUpBvQ0GnH5qONuPm8KRE+wvCz2uy49emdqGvvAwDUdfSFfZSB1WbHLb/fAUuHNLf6/lUzMC0nJSz3TRQOmkh94+TkZNx11104ceIEPB4PVq5ciTNnzuC9997Ds88+ix/96Ec4//zzsXjxYrz66quROkwaZ5uPNqKjz4nc1ERsuH4uAxkiIiIiiht8T0RERBTfjtR34mxLDwwJGlyzIB86rQZfvKAYALBpd02Ej258lFdY1EAGANweUR1lEA5Wmx03P+UNZADg5QP1sNrsQ3wV0cSKWKWMIjExEU8++SR+8pOf4Mc//jHee+89GAzeRfnNmzfjG9/4Bvbu3Ytf/vKXETxSGg+b9khPMOsuKsY3L58R4aMhIiIiIpp4fE9EREQUn/4hV8lcNS8PqYnSMu0XLijCEx+ext6qNpxq6sLsvLRIHmLY5aYl+l0WBKA4M3nUowyU2TTXLszDweoO/Pe7J9HQ6R/A1HB+NUWZiFXKbN68GeXl5erln/3sZ5g/fz7q6ur8bnfddddh69atEAT2/Is1p5u6sPdcG7QaQd0FQEREREQUL/ieiIiIKH65PSLelKtDbvFpU5afbsBV80wAgBf3xFa1TG+/C//97kkAUOe76LWaUXfOsdrs+Nzvd+KRt0/g8l99jO++dEitwlFeNWk1AkqyRh/6EI2HiFXKVFZW4le/+hV+8IMf4JZbbkFCQgKysrLwxz/+cdBtRVGE0+mMwFHSeHpxr/TEsnquCfnpbFlGRERERPGF74mIiIji1+6zrbB2OZCRnIDLZuf6XbdueQnePdaEVw/W4UfXzUGyPuLNjsLiN1tOoa69D1MykvDorYtwxx/3wu3xINUw8p/ParPjpt99giabAwDgEQGtIOCuS6fhlvPMuO9vB1Hd1sv51RSVIlYpc//996O6uhpPPPEEDhw4gMceewx79+5Ffn4+8vLy/D4yMjKQkZERqUOlcVDd2qOm/esuKonw0RARERERTTy+JyIiIopfb3xaDwBYs6gAep3/Eu3KmTkozkpGl92FtyoaInF4YXekrhPPf3IOAPDILQtx6awcFGYmweUB9pxtG/H9/e6jM2ogo3CLIkxpiZhvTsfL61fg4RvmMZChqBTxmPX666/H9ddfj3/84x9Yv349pk2bhj/84Q+RPiwaR1abHbf+ficcLg90GgFzTKmRPiQiIiIioojheyIiIqL4Yne6sfloIwDg5gBttTQaAV9eXozH3vkMm/ZU4/MXFE30IYaVy+3Bv752GB4RuKnUjCvmSu3ZLp2Vi//dW4Ntp5vVz4XiQHU7Xt5f6/c5rUZAYUaS2qbMZDRwhgxFrYhVygx0880349NPP8W9994b6UOhcWS12bF24y609vQDkBLsLzy7G1abfZivJCIiIiKKbXxPREREFB8++syKLocL5nQDLpiaFfA2a5cWQq/VoKKuEz9/8/ikXTuz2uz45l8P4JjFhvSkBPzkxvnqdZfNygEAbD/dEvL9fVrTjjv/uBd9Tg+WlWSiOCsJANimjCaViFfK+MrPz0d+fn6kD4PGUXmFBdVtveplUQSq23pRXmFhek1EREREcY/viYiIiGLfPw5ZAAA3nWeGRiMEvE12aiKumJuLd4814fkd5/D+iaZJFzpYbXZ87vc7Ud/RBwD49pUzkZuWqF5/8YwcaATgjLUblo4+mDOShryvjVsr8X/7a9HjcOOi6Vn409cuRJfdifIKC8pKzZPqd0PxLWoqZSg+lJWaYfI5+Wo1AkqyktXSQiIiIiIiIiIiolh1xtqNLcebAAC3nDcl6O2sNjsO1Xaol+s6+rB2465JUzFjtdlx69PeQAYA/rqr2u/405MTUFqUAQD4ZIhqGavNjpuf2oE/7qhCj8ON8woz8PydFyBJr1XblDGQocmEoQxNKJPRgDWLvDv/WFpIRERERERERETxwGqz4wvP7IJbFJGgFZCVnBD0tuUVFr9B9m6PqHabiXZ2pxs/evUw6tr7/D4f6PgvnZULANh2ujngfSnhTkOnN8xp7XGgx+EK81ETTRyGMjThjtTbAAA3Li5gIENERERERERERDFv4Jxll0fE558JPme5rNSMkqxkKM3NBAFR3W3GarPj2W2VeGHnOVz564/x8Un/kCVYtxxlrswnZ1rg9oiD7re8wjIo3Klt75sU4RRRMAxlaEL19rtQIZdePnTdXAYyREREREREREQU84aasxyIyWjAy+tXID1JqqZJStBG7eZmq82Ost/twH/98zP8Z/lxWDrtMKcb8NOyBSjOSgYQvFtOaVEG0hJ16Oh14pilc9B9XzorF75TdzgKgWIBQxmaUPur2uHyiJiSkYQi+aRMREREREREREQUy8pKzchI8rYrCyVcMBkN+OnNCwAAOan6qA5kGn0qfjKSEvDSNy/CnRdPxSvrV+DhG+YFDZQStBqsmJENANgeYK7MPw7VQwSQoJWiGY5CoFjAUIYm1O6zrQCAi6ZnR/hIiIiIiIiIiIiIJkZuWiLSknTq5VDDBWXmSk1bH7rsznE9xtH4v/21foEMAHT0OfHesSYAUrB096XTh/w5L5VbmG0fMFemracff95ZBQD4xS2Lhgx3iCYT3fA3IQofbyiTFeEjISIiIiIiIiIimhgHazpQ29aHpAQNHrhyFtYuLQwpXMhK0WNKRhLqO/pwzGKLqo3OoijiQFWb3+e0GgGFGUkjai+mBE8HqtvR43AhJVFasv7D9rPo6XdjgdmItcsKIQjCUHdDNGmwUoYmTI/DhcN1Um/IaHoCISIiIiIiIiIiGk+vHKgDAFy/qAD3XzFzRNUeC8xGAMDR+sEzVyLpTzuq8PGpFiRoBOTLP89o2ouVZCejKCsJTreIPeekDd2t3Q61SuZ7V81mIEMxhaEMTZgD1ZwnQ0RERERERERE8cXudOOtwxYAwO1LC0f89YumpAMAjkRRKHOotgOPvnMCAPDwjfNR/sAlo24vJgiCWi2z7ZQ0V+YP28+ht9+NRVPScdU8U3gPnijCGMrQhOE8GSIiIiIiIiIiijfvHW9Cl92FKRlJuGjayNfFFhZGVyjT2evE/ZsOwukWsWZRPu5YURLS7JihXOYzV6a124G/7KoCAHzvqlmskqGYw1CGJswuOZRZMYOhDBERERERERERxQelddlt50+BRjPygEGplDnX0oNuhyusxzZSTZ19WPvMTtR39KE4KxmP3bY4LKHJihk50AhAZXMP/vPN4+jtd2NxYTqunMsqGYo9DGVoQvjOk1k+LSvCR0NERERERERERDT+Gjvt+OR0MwDg1vNH3roMAHJSE1GQboAoAsciWC1jtdlx3W+341RTNwDgkVsWwmhICMt9pycl4LyiDADAmxVSqzdWyVCsYihDE+L9E01we0QUpBs4T4aIiIiIiIiIiOLC65/WwyMCF0zNxNSclFHfz8IIz5Wx2uy47emdaO91AgA0AvDvbxyF1WYP2/c4vzhT/X+9VoMFBcaw3TdRNGEoQ+POarPj3984CgCw2Z1hPVkTERERERERERFFI1EU8epBpXXZ6KpkFEoLs2MW25iPazTKKyyobe9TL3tEoLqtF+VyVctYWW12vHXYe18ujweff2Y31xEpJjGUoXFltdmxduMu2OxSv8u+fjfWbtzFEyoREREREREREcW0irpOnLF2w5CgwZrFBWO6r0URrpQpKzUjWa9VL2s1AkqyklFWag7L/ZdXWNBoc6iXwx36EEUThjI0rsorLKhu61Uv84RKRERERERERETx4JUDtQCA6xbkj3n2itK+rLK5Gz0O15iPbaSMSQkQRVG9XJiRhJfXr4DJaAjL/ZeVmlGSlQytRpohE+7QhyiaMJShcVVWakaeMVG9zBMqERERERERERHFupq2HryyX25dtnRsrcsAIDctEXnGRIgicLxh4luY7apsRZ/Tg9zURPx4zdywBjIAYDIa8PL6FSjMSAIQ/tCHKJrEVCjz6KOP4oILLkBaWhpMJhNuueUWnDx50u82q1atgiAIfh/r16+P0BHHPpPRgM8vLVIv84RKRERERERERESxzGqz49bf74Td5YFWI2BmbmpY7ldtYVY38S3M3jveCAC4bmE+7rlsxris7SnBzMM3zOP6IcW0mApltm7divvvvx+7d+/Gli1b4HQ6cc0116Cnp8fvdvfccw8aGhrUj1/96lcROuL4cNraDQC4cq6JJ1QiIiIiIiIiIopZynzllu5+AIDHI+KLz4ZnYL3SwuzoBM+V8XhEbDluBQBcsyBvXL+XyWjA3ZdO5/ohxTRdpA8gnDZv3ux3+YUXXoDJZMKBAwdw2WWXqZ9PTk5Gfn7+RB9eXBJFEQdr2gEA6y8fnxSdiIiIiIiIiIgoGgycryzCO1/57kunj+m+1UqZCQ5lPq3tQEu3A2mJOiyflj2h35soFsVUpcxAnZ3SCSorK8vv85s2bUJOTg4WLlyIDRs2oLe3N9CXqxwOB2w2m98HhcbSaYe1ywGdRlCfOIiIiIiIiIiIiGLReM5XVtbWKpu70dvvGvP9hUppXXbFXBP0upheTiaaEDH7KPJ4PPje976HSy65BAsXLlQ//+Uvfxl/+9vf8NFHH2HDhg3461//iq985StD3tejjz6K9PR09aOoqGjI25PXwWqpSmZegRFJem2Ej4aIiIiIiIiIiGj8mIwG3Hp+oXo5nPOVTUYDTGmJ8IjAccvEbRrfcqwJwPi3LiOKFzHVvszX/fffj6NHj+KTTz7x+/y9996r/v+iRYtQUFCA1atXo7KyEjNmzAh4Xxs2bMCDDz6oXrbZbAxmQvRpTQcAYElxRkSPg4iIiIiIiIiIaCKcaJACk6vn5+EXtywMazv/RVPS8cFnVhyt78SyqVnDf8EYnbF242xLDxK0Ai6fnTvu348oHsRkpcwDDzyAt956Cx999NH/b+/Ow6Mqzz6O/yb7AhMIEEJICIuKrFF2CEsQC6KvoCBq3WutihSLWK20dlVL1arUDVxardYVUcG6VUDWRDYliLIvCUkgAbJMtskyc94/wgwJSUjIMlu+n+vKdTFnzpx57uGcmXOe+zzPrdjY2LOuO3LkSEnS/v37610nODhYZrO5xh8ax1FPZkiPjm5uCQAAAAAAANC6bHZD207NHHPvJee3eH3lgc66Mq4ZKeOYumxMn85qHxLokvcEfJ1PjZQxDENz587VRx99pDVr1qhXr14Nvmb79u2SpG7durVy69qeskqbcyglI2UAAAAAAADg6/ZmF6rQWqnwIH/169a+xbfvSMrszCxo8W3X5X9MXQa0OJ9KysyZM0dvv/22li9frvbt2+vYsapMbkREhEJDQ3XgwAG9/fbbuvzyy9WpUyft2LFD9913n8aPH6/Bgwe7ufW+Z2emReU2uzqFB6lHZJi7mwMAAAAAAAC0qi2HcyVJQ+I7KsC/5ScpGnQqKbMvp1Cl5bZWreGcbbFq+5F8SdKl/UjKAC3Fp6YvW7x4sQoKCpSUlKRu3bo5/9577z1JUlBQkFauXKnJkyfrwgsv1P3336+ZM2fqk08+cXPLfdN3p6Yuu7hHB5lMJje3BgAAAAAAAGhdWw5X9YcNi2+dei9dzcHq3C5YdkP68WjrTmG2clfVKJmL4jqoawtPwwa0ZT41UsYwjLM+HxcXp7Vr17qoNfguPV+SdDH1ZAAAAAAAAODjDMPQlkNVI2WG92qd/jCTyaRB3c36es9x7cws0ND41ut3Y+oyoHX41EgZeJbqI2UAAAAAAAAAX5aRV6pjFqsC/Ey6KK5Dq72PYwqzZd9mKMdibZX3KLRWKPnACUnS5P4kZYCWRFIGreJYgVVZBVb5maSE2A7ubg4AAAAAAADQqramVY2SGdA9QmFBrTdBUWzHqtrNOzIKNGtJSqskZlakZqnCZqhHZKj6dGnX4tsH2jKSMmgVjlEyfaPNCg/2qVnyAAAAAAAAgFo2H6rqDxvRs/WmFMuxWPWPVfucj4/kleiaFk7M5FiseuzTXZKk/JIKHS8sa7FtAyApg1ayYf9xSVK/6PZubgkAAAAAAADQ+rYerhopM6xnZKu9x4rULGXmlzof2w0pPbdEj3+xW3a7oRyLVa+uP9jkJE2OxaqrX0xWSblNklRUVtlqo3GAtoqkDFpcjsWqD7ZlSpLW7j3OlzYAAADgQWw2m37/+9+rV69eCg0NVZ8+ffTII4/IMAznOoZh6A9/+IO6deum0NBQXXrppdq3b99ZtgoAQNuWV1yufTlFkqRh8a03UmZaQoziI8PkbzLVWL7s20xNfmatrnh2gx79dFeTEynLvs2olfRJyy3RitSsZrcdQBWSMmhRORarrlmSorJKuyQpv6ScbDoAAADgQR5//HEtXrxYzz//vHbt2qXHH39cTzzxhJ577jnnOk888YSeffZZLVmyRJs2bVJ4eLimTJkiq5XzegAA6rI1rWrqsj5dwtWpXXCrvU+UOURL7x6t2I6hkqS4jqH6+dheCgvy1/7jxTpeVDXVWEZeaZP65PYcK6zx2N/PpPjIME1LiGmZAACQlEHLWpGapfTcEudjG9l0AAAAwKMkJydr+vTpuuKKK9SzZ09dc801mjx5sjZv3iypapTMokWL9PDDD2v69OkaPHiw3njjDWVlZenjjz92b+MBAPBQjqnLhrfi1GUOjsTMw1f007LZY/T7/+uv2RP61FjHZhjn3Cf3zuZ0fby9av2o9lWJpdgOoVp692hFmUNaLgCgjSMpgxY1LSHG+aUtkU0HAAAAPM2YMWO0atUq7d27V5KUmpqqDRs2aOrUqZKkQ4cO6dixY7r00kudr4mIiNDIkSOVkpJS5zbLyspksVhq/AEA0JZscWFSRqpKzNwxrrczWXLd8DjFR4bJr9qsZqGBfpo6MLpR2/suPU9/XP6DJOmBKX3137lj9fAV/UjIAK2ApAxaVJQ5RLcl9nQ+JpsOAAAAeJaHHnpI119/vS688EIFBgbq4osv1rx583TjjTdKko4dOyZJ6tq1a43Xde3a1fncmRYuXKiIiAjnX1xcXOsGAQCAB7FW2PR9ZoEk1yVlzuQYPRPXMcy5rLTCrmdW7qtRN+5MORarFq3cqzvf2KZym11TBnTVPUl9aiV9ALScAHc3AL4nv6RCkjS8Z0e9cMMQvrwBAAAAD/L+++/rrbfe0ttvv60BAwZo+/btmjdvnmJiYnTrrbc2aZsLFizQ/PnznY8tFguJGQBAm7H9SL4qbIa6moMVFxnqtnY4EjMrUrMUERqohz78Xh9sy1CndkFaMLVfrfUdtaEdpQh6RIbq77MSZDKZaq0LoOWQlEGLSz9Z9UV++aBuJGQAAAAAD/PAAw84R8tI0qBBg5SWlqaFCxfq1ltvVXR01TQn2dnZ6tatm/N12dnZuuiii+rcZnBwsIKDW6+oMQAAnmzLoaqpy4b1jHR7QsMxwkWSDEkPfrBDL609qGB/P5lDA6tKD5hD9GNWgW59bYtOFJY5X1tpM1RablP7kEA3tR5oG0jKoMU5suvxncIaWBMAAACAq5WUlMjPr+ZM1v7+/rLb7ZKkXr16KTo6WqtWrXImYSwWizZt2qTZs2e7urkAAHi8LWl5kqTh8R3d3JKarh0Wp5NF5Xr8i916dvV+SdLTX+2VOSRQxyzWWutnFVi1IjXLmdQB0DpIyqBFGYahI84hjyRlAAAAAE9z5ZVX6rHHHlOPHj00YMAAfffdd3r66ad1++23S5JMJpPmzZunRx99VOeff7569eql3//+94qJidFVV13l3sYDAOBhbHZD3zqSMr3cU0/mbGZcHKMX1+xXobVSklRSblNJuU2SFOhvUqXNkCHJ38+k2A6hmpYQ48bWAm0DSRm0qPySChWWVX3Jx3YkKQMAAAB4mueee06///3vdc899ygnJ0cxMTG666679Ic//MG5zoMPPqji4mLdeeedys/P19ixY/XFF18oJITpiQEAqG7XUYuKyirVPjhAF0ab3d2cWj7ZcdSZkKnugSl9NWtorGYtSVFaboliO4Rq6d2jKUUAuABJGbQox9RlXc3BCgn0d3NrAAAAAJypffv2WrRokRYtWlTvOiaTSX/5y1/0l7/8xXUNAwDAC329O1uSNKC7Wf5+7q0nU5dpCTF6MyVNGfmlstkN54iYWUNjFWUO0dK7R2tFapaz1gyA1ufX8CpA46UzdRkAAAAAAADagByLVYvXHpQk7T5aqJw66rS4myPxEtshVJJqjYiJMofojnG9ScgALkRSBi3KkZSJIykDAAAAAAAAH5VjseqaJSnO+iwWa4VmLUnx6MTMw1f0Y4oywAOQlEGLOsJIGQAAAAAAAPi4FalZzpuTJcluSGm5JVqRmuXGVtWPETGA5yApgxbF9GUAAAAAAADwddMSYhRarZ6yv59J8ZFhmpYQ48ZWAfAGJGXQokjKAAAAAAAAwNf5+ZlUXmlzPj6zVgsA1CfA3Q2A76iw2ZWVXyqJpAwAAAAAAAB818ffZcpmSP27tdeMIbGalhBDQgZAo5CUQYvJyi+V3ZBCAv3UpX2wu5sDAAAAAAAAtDjDMPTBtgxJ0k9HxuvmUfFubhEAb8L0ZWgxaSdPT11mMpnc3BoAAAAAAACg5e3MtGj3sUIFBfhp2mBqyAA4NyRl0GKoJwMAAAAAAABft3TbEUnSlAHRiggLdHNrAHgbkjJoMUdOJWXiSMoAAAAAAADAB1krbFq+PUuSNGtorJtbA8AbkZRBi2GkDAAAAAAAvi3HYtWr6w8qx2J1d1MAt1i5K1sFpRXqFhGixPM6u7s5ALxQgLsbAN9BUgYAAAAAAN+VdrJYM15M1snicr2Zkqald49WlDnE3c0CXGrp1gxJ0swhsfL3o6YygHPHSBm0CMMwlH6SpAwAAAAAAL4oK69EUxat08nicknSkbwSzVqSwogZtCnHCqxav++4JOkapi4D0EQkZdAiCkorVFhWKUmK7UhSBgAAAAAAX2EYhu59d7usFXbnMrshpeWWaEVqlhtbBrjWsm8zZDekET0j1bNzuLubA8BLkZRBLXXND9vQnLGOqcui2gcrNMjfJe0EAAAAAACt77WNh7U1LU+SVH22Jj+T1KdLOze1Cmgd9fWBZReU6p8bDkmSrhnGKBkATUdSBjXkWKyauThZj366S1c8u0GbDp5U5qkhyY9+uqveocnUkwEAAAAAwPes/DFbj3z6oyRp7sTzFHdqdoygAD/ZDened77T1sO5Dd7MCXiDHItV057fqEc/3aXLn12vdXuPq7issmr5CxuVW1wuk6pGygBAU5kMwzDc3QhvY7FYFBERoYKCApnNZnc3p8XkWKyatSRF6bklqm+n8PczKbZDaK1ifi+u2a8nvtijGRd319PXXeSS9gIAAMA1fPX8F62HfQbwDTszC3TtSykqKbfppyPi9NerB+l4YZlWpGZpUr+uemjZDm06lKvQQD+ZQwOVbSlTfGRYrT4DwBs4blQ+klda6zl/k0m2U12oJlXdlMx+DuBMjT0HZqQMnFakZintLAkZSbLZjTrnjD1yaqRMHCNlAAAAAADwet9n5uv6l6sSMuPO76y/TB8ok8mkKHOI7hjXW706h+v1n43QyF6RKq2wK9tSJknKyC+td5YNwJOtSM2qMyEjyZmQkSRD1FMC0DwkZeA0LSFGPSJDnY/9TVL3DqHqag52LvMzSfGRYZqWEFPjtUxfBgAAAACAbzh8olgzXkxWUZlNgX4m/WnaAAX61+5CCg3yV1LfLjWW1XczJ+DpJlzQRdVKJsnfz6T4yDC9+4uRijaHOOspOZaf2TcGAI1FUgZOUeYQ/WnaQOfj2I5h+uieMfrkl2MVFuQvSQoPDqhzeOahE8WSJHNIgOsaDAAAAAAAWlSOxaorn9+gClvVyAC7Yej217bUO/Jl5pDYGjd4SlJcx1A6rOF1PvouU4akQP+q7Itj+v5RfTprxS8TnfWU6prWHwDOBUkZ1JCZVzXipXeXcOcPTJQ5RI9dXZWsMZmkiLDAWq/Jyq86OfvzJz8yRBkAAAAAAC/1yoaDKrRWOh/bjLNP1RRlDtEHd49RbIfTiZkLoturS/vgOtcHPNHJojK9nnxYkvTYVYP08BX9aiReoswhWnr36FrLAaApSMqghtSMAknSFYO61fiBmZbQXdHmEFlKK7VqV45zeY7FqmuWpDgfH7VYmTsWAAAAAAAvZBiGth7KkyTnNE6NmaopyhyiD+8Zo1tHx8vfJK3alaOX1x10QYuBlrFk7QGVlNs0qHuEZg2L1R3jetdKvDjqKZGQAdBcJGVQw/enkjKDYzvUWO7vZ9KMId0lSe9vPeJc/vH2TB0tOJ2AYe5YAAAAAAC80393HNV3R/IV5G9SzKmRL42dqinKHKI/Tx+oP02vmmnj8S92a/2+463eZqAhORarXl1/sN4biHMsVr2RkiZJmv+TC2QymepcDwBaCkkZOJWUV2pfTqEkaXBsRK3nZw2LkySt23tcx04lYqwVthrrUOwMAAAAAADvU1xWqcc+3SVJmjPxfH10z5gmTdV008geunZYrOyGNPed7/Rdet5ZO8SB1pRjsWrm4mQ9+umuemd2eXHNAZVV2nVxjw5K6tvFDa0E0NaQlIHTD1kW2Q2pqzlYXes44erVOVzDe3aU3ZA+/C5DB44X6YWvD0iSIsODJFHsDAAAAAAAb/TC1/t1zGJVXGSo7prQu8lTNZlMJv1l+kAlxEYov6RC176UctYOcaClVB8RYxiG/vfDMU38+xodySuVJKXnlujqF5Nr7IdHC0r19qZ0SdL9P+nLKBkALuFTSZmFCxdq+PDhat++vaKionTVVVdpz549NdaxWq2aM2eOOnXqpHbt2mnmzJnKzs52U4s9S+qRfEnSoO4d6l3HMVrmnc3puuWfm1RWade48zvr83vHUuwMAAAAAAAvdOhEsV5ZX1UD5vdX9FdIoH+zthcS6K9HrhooP5NUYTMkSRn5pSRm0GpyTtU4fvTTXZqyaJ0u+fsa3fnmNhWXn57hxZCUmV+q+e9vV0l5pXIsVs1561uV2+wa0StSied1cl8AANoUn0rKrF27VnPmzNE333yjr776ShUVFZo8ebKKi4ud69x333365JNPtHTpUq1du1ZZWVmaMWOGG1vtOb7PrKonk1DH1GUOVwzqptBAPx3JLVVmvlUmSQ9M6auuEaEUOwMAAAAAwMsYhqE/f/KDKmyGJlzQRT/p37VFtrv5UK7sxunH1KBFa3EkZNLzSiRJeSUVOnSyRMH+JrULDpDfGYNfNuw/qfFPfK0pi9bp2/R8SdLPEnsySgaAy/hUUuaLL77QbbfdpgEDBighIUGvv/660tPTtW3bNklSQUGB/vnPf+rpp5/WJZdcoqFDh+q1115TcnKyvvnmGze33v12ZFQlZQbHdah3neKySvlV+zUzmaS5b3/HnS4AAAAAAHihZdsytGbPcQX4SX+8sn+LdUxPS4hRfGSYqm8u2hxMDVq0uBWpWUrLLZFh1Fw+d9L5Wn3/BMV1DJMkxUeG6W8zBimmQ4hOFJUrr6TCue7fPttN3xYAl/GppMyZCgqqkgyRkZGSpG3btqmiokKXXnqpc50LL7xQPXr0UEpKilva6CkKSit06ETViKJB3esfKbMiNUvFZaeHftoNcacLAAAAAABeKD23WA99+L0kKSwoQO2CA1ps21HmEC29e7R6nOoQl6RKu8FoBLS4aQkxCgk83cXp72dSfGSYrh0W59wPHVPuXz+ih24eFV9rG/RtAXAln03K2O12zZs3T4mJiRo4cKAk6dixYwoKClKHDh1qrNu1a1cdO3as3m2VlZXJYrHU+PM1O09NXRYXGarI8KB613Pc6eJ/arSM44eOO10AAAAAAPAeORarpj+/UZWn5hgrLre1eM0XR4f4A1P6qmenMJ0oKtcv3/5WlTZ7i70H8MNRi6wVp/ep2A6hNWoeR5lDaky5P3NIbFXflom+LQDu4bNJmTlz5mjnzp169913m72thQsXKiIiwvkXFxfXAi30LM6py7p3OOt6jhOq2A6hkmr/0AEAAAAAAM+3fHtmjembWqvmS5Q5RHMmnqdXbx2u8CB/bTqUqye+3NOi74G2q8Jm12Of7pIk3Tgyzjki5mz9VM6+rY70bQFwj5Ybl+pBfvnLX+q///2v1q1bp9jYWOfy6OholZeXKz8/v8ZomezsbEVHR9e7vQULFmj+/PnOxxaLxecSMzsy8iVJg2Prn7rMwfHjtSI1S9MSYvjRAgAAAADAy/TsFF7jsb+fSbEdQltttMB5Ue3091kJmv3Wt3p53UH17hyuorJK+hXQLO9sTtf+nCJFhgfpwcv6KSI0sFGvo28LgDv51EgZwzD0y1/+Uh999JFWr16tXr161Xh+6NChCgwM1KpVq5zL9uzZo/T0dI0ePbre7QYHB8tsNtf48zWOkTKDGpGUkWoP/QQAAAAAAN7j851V07iHB/tLcs1ogamDuunO8b0lSQs+/F6PfrqrxadMQ9tRUFKhZ77aK0m67ycXNDoh40DfFgB38amRMnPmzNHbb7+t5cuXq3379s46MREREQoNDVVERIR+/vOfa/78+YqMjJTZbNbcuXM1evRojRo1ys2td5+TRWXKzC+VJA3q3rikDAAAAAAA8E55xeX67/dHJUnP/XSIDh4vctlogdtGx+vfyYdVVllVA+RIXolmLUlh+iics2dX71NeSYUu6NpOPx3uWzPaAPBtPpWUWbx4sSQpKSmpxvLXXntNt912myTpmWeekZ+fn2bOnKmysjJNmTJFL774ootb6lnW7TsuSeoRGar2Ied2VwEAAAAAAPAuy77NUHmlXf27mTWxbxddcmGUy977s53HnAkZSbIbctayuWNcb5e1A97t0IlivZFyWJL0uyv6K8DfpyYDAuDjfCopYxhGg+uEhITohRde0AsvvOCCFnm+HItVf1rxoyTpZFG5cixW7kwBAAAAAMBHGYahtzenS5JuGNlDJpPJpe8/LSFGb6akKSO/VDb76X6cQyeKZLMb8vdzbXvgfXIsVt315lZV2Awl9e2iCRd0cXeTAOCckEZuw3IsVs1akqKC0gpJUkmFjblcAQAAAADwYZsO5erg8WKFBflr+kUxLn9/R4H12A6hkuSsA/LWpiO6681tOnyiWK+uP0jfBOqUY7Hqyuc2aG92kSRp9gRGVwHwPiRl2rAVqVlKyy1xPjaqDRkGAAAAAAC+5+1NVaNkpl/U3W1TmDsSMw9f0U9f3Tde/7j+IgUF+Gnlrmz95Jm1evTTXdw0ilpyLFZdsyRF2YVlkiSTpAc/+J79BIDXISnThk1LiFFMxOmpyvz9TIqPDNO0BNffKQMAAAAAAFpXbnG5vth5TJJ048gebm1LlDlEd4zrrShziKZf1F0v3jhEfiapwlY1pVlGfimJGdSwIjVL6dVvLhY3FwPwTiRl2rAoc4huG9PT+Ti2Q6iW3j2amjIAAAAAAJ+XY7G2uWmyPth2ROU2uwbHRmhg9wh3N6eGwyeKVa3EjGx2gw531JDUN0rVSw5xczEAb0VSpo3bm1M1B2din04kZAAAAAAAPqeu5IujxmpbmibLbjecU5fdMMK9o2TqMi0hRvGRYXL0uZskOtybydcSj+9sTpfdkAJOZWa4uRiAtyIp08ZtS8uTJOeQYQAAAAAAfIWjBsWjn+7S9Bc2asX2TP1rwyFNfmadcxqk1pomq74OcXd1lKccPKnDJ0vULjhAV3pgosNRZyb61DTrhqRnrruIvoomyrFYNXNJsh79dJeufjFZ2QWlNZ7ztmTN/pwi/Tv5sCTpqWsT9PAV/UjIAPBaAe5uANznRFGZDp0oliQN6dHRza0BAAAAAKDl5FisuvrFZGXmV3VGHy2w6t53t9dar/o0WXeM690i7300v1TTnt+g40XleuHr/bpzfG9FhgeppMymF9bs14micr2ZktYqnco5FqtWpGZpWkJMjW3/a8MhSdLkAV0VHuyZ3UFR5hAtn5Oo61/5RgePF+uDbzM0JJ7+inOVY7Fq5uJkHcmr2vcz80s16m+rNSgmQud1bac1e44rt7hcb6Sk6QMvSWw8+umPqrQbmnRhlKZf1N3dzQGAZvHMX2G4hGOUzAVd2ykiLNDNrQEAAAAAoOWsSM1yJmSqi4sMVW5RuYrLbc5lndsFtdg0WTkWqyYvWqdCa6UkKa+kQo9/safWeul5JbpmSbI+uHtMi3WKV++Mf2X9Qd3/k75V75VbolW7cyRJKQdOKsdi9diO+ChziB6fOVizlqTog60ZuveS852jZ9A4y7ZlOBMyDoYh7cgs0I7MAuey9NwSXfLUWv316oGaOqib8orL60zoudvXu3O0Zs9xBfqb9Lsr+rm7OQDQbExf1oY5kjJD4yPd3BIAAAAAAFpW7y7tajx2FAVfdvcYff3rJPWIDHM+d7KoXCkHT7bI+/5xxQ/OhEx1ndoF1XhsGFJ6bqn+/r89Mgyj2dOdZReUavIz65yd8dmWMj24bIceXLZDz3+9//T2Css8vo7O8J6RGtEzUuU2u15df9DdzfEqZZU2rdl3vMYyfz+TukWEaMqArrXWLyqr1L3vbteQR77SxL+v8bg6S+WVdj3y6Y+SpNvG9Kx1XAOANyIp04ZtOZwrSRrGUGAAAAAAQAvxhHoVhmHoxVOJiPBgf0k1i4JHmUP0wd2j9dvLL9SVg7vJkHTfe9v18XeZzWr/ur3H9eUPxyRJplMV6x3JoDdvH6H4yDD5+5lqvOb9rRm64dVvdNWLG/Xop7t0zZIU7cws0M7MAn30bYYuf3Z9gx3lRWWVuuVfW5RfWlHruU7hNZNB1adr82T3TOwjSXprU7pyi8vd3BrvUGmza96727XpYK5CAvzU1RwsqWrfXz4nUY9MH1hjH/QzSe2CA9QhNECF1krn6LH0vBKPSMzkWKy6561tOni8WJ3CgzR30vlubQ8AtBSSMm2UtcKmnaeGrA7rSVIGAAAAAHBu6kpe7D5q0f89t+Gc7rZvjSTOFzuPaWtankIC/fTenaPrLAoeZQ7RneP76B/XX6zrh8fJblQlZqb+o+EkSF32ZRdqzlvfym5IUwdGq0fHqpE4jmRQ/5gILb17tGI7hEqS4jqG6uZR8Qr0MynlQK6y8qveKz23RP/33Ab933MbdN/7qTpRVO5cfvWLybXadOB4ka56YaP2ZBdKqupol6olg35eMxnkWN5S07W1lgkXdNHA7maVVtj0+sZD7m6OR8uxWPXyugO6993t+nznMQX5++mVW4fpk1+OrbHvR5lDztgHw7T6/gm6Z+J5NbZnGGpW4q4ljukci1UzFidr5a6qaffuHN9b5hCm3gfgG0yGYRjuboS3sVgsioiIUEFBgcxms7ub0ySbD+Xq2pdS1LldsLb8bpJMJlPDLwIAAECb5Avnv3At9hnfl2Ox6polyUrPLVXHsEAN6xmpH7IKnIkFSfI3SbEdw85azD7HYtWsJSlKyy1RfOTZ122s8kq7fvLMWqWdLNG9l5yn+ZP7Nvgau93Q/Pe36+Ptpzuh/f1MNUbXnM3JojJd9eJGHckt1fCeHfWfO0aqoKSizvocORZrjeWPf7Fbi9ccqLXNIH+Tym21u2yGxHfQCzcMkb/JpCf/t0ef7Tiq4nKbupqD9djVg/TIJz/W+jxb43N2hc+/P6rZb30rc0iANj50idrTKV9L9f9bqSopt/imoZoyIPqsr6m+Dzq2kZFfKpu9ap/z9zPpy3njdV7UuU0XVvXdkKL0Zuxrjm0cyS2R4wjoERmmD7xkvwXQdjX2HJiRMm3U1rTTU5eRkAEAAAAANJbjDvb03KraJXklFfrqx+waCRlJsjVwt72jKH36qc7kjPzSFpky6Y2Uw0o7WaIu7YN114Q+jXqNn59J/WNqdp40dpqv9NxiTX+hKiHTIzJML908TMEB/ooyh+iOcb1rdSKfufxnY3oqPjLs9AgXk0k9IsP08ZzEOqc7+zYtX+Mf/1oTnvxaS7dmqLjcpotiO+iTuWN1ab+uWnp37ZFBjhESdY0Y8mRTBkSrT5dwWayVWrLmYLNq7vgiRzIlPa/EuaxjeJAujutw1teduQ+eOYImwM8km93Q37+sqnd0tvd3fPZ5xeV6feMhJf19jfOYPtLEadDe3XJE6dUSMlLVSDFPn3IPABqLpEwbte1wniSmLgMAAAAAnJsVqVnKOFVMvrqrL+quuI6h8q92419IoJ+uGNStzu28szldR/JKnR2vLVHrJL+kXM+trqolc/9PLlB4cECjX3vVRd3VIzJM1VMg0eaQs07zdSy/VFMXrVdGXqlMJunJawYr8owaLg1xdIjHOaY76xiqD+qY7iw+MkxLbhqii+M6qMJuqLTCLkkyScotKZfjg2xsMsgb+PmZdE9S1dRai9furzWtnCMp4WnF6V1lRWqW0nJLVD1vcrKovEnHUPXE3au3DlOgv0lf/HBMb36TVuf6ORarZryYrEc/3aVxT3ytIY98pT998qNKTtWlkSR7E6ZB259TqPe2HqmxzFum3AOAxiIp0wbZ7Ya2pVclZYbGk5QBAAAAADTemD6daiQuHB2mCy6/UMtmj1Fsx6okgkmStcKuf9VRD+RYgVUffZdZ5/aP5JaorNLWpBEQz63er4LSCl0Y3V6zhsWdS1iKMofog7tHKy4yzLnMWmFTUVllnevvPmpR0lNrnMXRTZIe/GBHkxID9Y1kOXP5ZQO76fJBNaelMuTbowhG9Y6Uv59Jp2bVUlpuiUYtXKUhf/lKo/+22jltV0uNtPIm0xJiFBp4umuvuckLR+IuqW+UFkztJ0l69L+7nDWJHXYftejSp9cqI78qOVtWaZchqWdkqCJCA1R9cFdwgJ+mDqx/KjXp9Iibj7/L0NUvJCszr1QxHUIUE1F1HDR2GkEA8BaNv2UEPuPgiSLll1QoOMBPA2Ii3N0cAAAAAIAXeX9rhgxJQQF+Kq+01+owXXr3aK1IzVJYUIB++9H3emX9IfWNNuuaobGSqpIuN766Sem5JYpqH6wAf5Oy8q0KD/JXcblN/05J08b9J1RcbtPRAqveTElrVIfstsO5eu1UAui3l/erNe1XYzgSM0u3ZeiT1CztPlaoW1/brGWzxyiq/en3T95/Qr94c6usp0arSDVHBdwxrneT3ruu1525fPpF3fWfb9Kd9T8ctW98dRTB5zuPOeucONiNU6ODqqk+0qopn7832pFR4BwxJbVs8uJniT2VcvCkvvoxW3f/Z5uuHx6nywZ20/LtmXpp7YE66x3dNLqnpiXEOGvcmFSVsHnzm3Q9NPXCOt/nzJo4kjSiZ6QW3zRENrtRZ10mAPB2JuNsk0OiTt5etPLltQf0189366K4Dvp4TqK7mwMAAAAP5+3nv3A99hnflZlfqolPrlG5za4XbrhYRwusZ+0wffp/e/Ts6v0K8vfTizcO0da0XH34baZyCsvUIzJMb90xUsEBfs6O121peVrw4ffKL61wbsPPJMV2PF3k+8wi5ZJ0JK9Yk59er9IKm0IC/bTugYnN7sQ9Xlima5YkK+1kiQZ2N+u5nw7RVz8eU7alTP/aeEiGIQX6mWQzDNkNOZMjrrijv3pHdlOLqXsLZxH6vFLZDEP+pqpE1YKpF+qvn+3WsWojY3z9s6jOWmHTT55ZqyO5pbppVA/17BTe4smL/JJyXbZovfMzNpnknCotyN+kSnvd+77jGG0XHKCHPvxekvT6z4YrqW9Uje076lNlVpvGMDzYX1/OG6/YjmECAG/T2HNgkjJN4M0XGDkWqyY+tUbFZTaZQwO08r4JbeJkBQAAAE3nzee/cA/2Gd/10LIdenfLEY3u3Unv3DmqwfXtdkOz39qmL3/Ilp9JzimoenYK03t3jVbXOq5HF63cq0Ur99VanhAboZtGxeu51fuUnluqqPbBunJwN32bnq/vjuQ71/MzSXEdW6Zz/vCJYs1cnKyTxeUKCfCTtfL0qIRrh8VqzsTzdMs/N7slOVJXcspX1ZeEyrFYddULG5VVUJU0eGDKBZoz8Xw3t9Y1HMdJtDlEq+6fcE71kxorx2LVtOc31kh8Bfqb9Oj0QUrq21nXvvRNg/v+H5bv1BspaYoMD9Jn945T9KkpyQzD0Lz3tmv59trT7j18Rb82M9oJgG9p7DkwNWXakByLVTMXJ6u4rGq+2yJrZZubbxUAAACAlJmZqZtuukmdOnVSaGioBg0apK1btzqfNwxDf/jDH9StWzeFhobq0ksv1b59tTvJ0bYcPlGspdsyJEm/nnJBo17j52fSgqn9FOh/uiaIJFXaDdU3udgNI3ooPjJMZ84+lppRoAc+2KH03Ko6FjmFZfrnxsM1EjJS04qL16dn53D9fVZCVX2cagmZzu2C9OvJfRXfKbzOWjCu4JjWzNcTMtLZa+58PCdRk/t3lSQ9u2q/9ucUurOpLpF+skQvrjkgSXr4//q1SkJGklakZtVIyEhShc1QYVmFukaENmrf/+3l/dS/m1m5xeW6+z/b9NLaA/o2LU+3/GtzrYRMc2viAIC3ICnThqxIzdKRvFLn45Y8UQUAAADgHfLy8pSYmKjAwEB9/vnn+vHHH/XUU0+pY8eOznWeeOIJPfvss1qyZIk2bdqk8PBwTZkyRVYrN3S5U1MK37ekf6zaJ5vd0MS+XTQ0PrLRr1u5K1sVZ9SfyMgrrfda1NEBH3dq+qIekWF64caLNbxnxzrXn3RhF8V0CHHWkGnpjt0Dx4t05hQjJ4rKne1vS8kRd6rvc44yh2jJTUM1/oIuKqu061fvbld5tQSaN2roWP/Lf39QeaVdied10hWDurVaO6YlxCg+MqzeY6sx+35IoL9euHGIQgP9tP1IvhZ+vlszFydr/b4TCgrw0+ykPuoRWXWsu2r6PwBwN5IybYhjiKgDdyAAAAAAbc/jjz+uuLg4vfbaaxoxYoR69eqlyZMnq0+fPpKqRsksWrRIDz/8sKZPn67BgwfrjTfeUFZWlj7++GP3Nr4Nc0wj9Oinu9wy48G+7EJ9vD1TkjT/J33P6bUNdezWpfrIiA/uHq0rBsXohRuG1BhB49jOwhmD9fE9iYrtECqp5Tt2m9J+uJafn0lPXjNYHcMC9UOWRc+s3OvuJjVZjsWqa5ak6NFPd2nm4uQax3qOxaoHP0jVyl05CvAz6c/TBshkqm/MWfM5jsPmHlvhQf41RvMYkoID/PT2HSP1m8su1AduGm0GAO5CUqaNKC236Ykv9kiS2p36IeQOBAAAAKDtWbFihYYNG6ZZs2YpKipKF198sV555RXn84cOHdKxY8d06aWXOpdFRERo5MiRSklJcUeT2zTDMPTfHVka98TXzmmEMvJKXJ6YeWblXhmGdNmAaA2KjTin1za1Y/fMu/DPHEFTfTv1TW/VElqqYxqtq6s5RAtnDJIkLVl7QF/sPOrWkWVN4Ui+pueWSJKO5JUq8fHVuvft77R47X5Ne36j3t9aNYXg9SPidF5U+1ZvU0scWytSs3SiqLzGsrJKu7afmnqQ0WYA2hqTYRhnjsJFA7ytaGWOxap73/1O3xzMVbeIEL11x0it3p3TJooBAgAAoPm87fwXZxcSUnUNMH/+fM2aNUtbtmzRr371Ky1ZskS33nqrkpOTlZiYqKysLHXrdnpanGuvvVYmk0nvvfderW2WlZWprKzM+dhisSguLo59polyLFYt356pKHOI3khJ07a0vDrXc1Ux7HV7j+uWf22WJH05b7z6RjetI7ilCtO7q8C9u94X5+bBD1L1/tYM+fuZZLMbZy1C70nKK+26/d9btGHfiUatH9cxVMtmj/H4uKSqY2fWkhRl5JfKZjfk72ciuQnAJzX2uql1KoHBYzjusnDcUfXryReod5d26t2lnZtbBgAAAMAd7Ha7hg0bpr/+9a+SpIsvvlg7d+50JmWaYuHChfrzn//cks1ss7ILSnXl8xuVU3g6yRXkb1JwoL+KyyplP3VbZbeIEJdMn5VjsequN7dKksKC/NUxLLDJ23LcDd9cLbUdb3lfnJvZSefpw28zVXnqYMnIL9WsJSkemQBwJPoujDbrsc92addRiyTJpKopvvxNUmR4sHp2DtOWwzWTs0dO1WXyhn3SMdpm1pIUpeWWkJAB0OYxfZkPy7FYNWNxsjMhY5L07Kr9XjV0FwAAAEDL6tatm/r3719jWb9+/ZSeni5Jio6OliRlZ2fXWCc7O9v53JkWLFiggoIC59+RI0daoeW+b+WP2Rr/5JoaCZn2IQH6eE6iVs2f4Jy2S5LiO4W1eodmjsWqK57doNKKqqLpZRU2t9SzAc7Fql3ZzoSMJNnshtJyS7QiNcuNraqteu2Ym/65SbuOWtQxLFCPXT3wdOH7jmH69N6xznpK3lzXqDWnGAQAb0NSxoe9kXJYGXmlzseG5JEnIgAAAABcJzExUXv27KmxbO/evYqPj5ck9erVS9HR0Vq1apXzeYvFok2bNmn06NF1bjM4OFhms7nGHxqWY7Hq1fUH9c2BE/rFG1t1xxtbVVZpr7FOobVSyQdOOjs070nqI3+T9M3BXCXvb9w0R031n03pOl50OkFkM7imhOeblhDjTGpIkp9JHpfAcNxE66gdI0mhgf56+45RunFkfK3kha/UNaJ2DABUYfoyH5RjseqfGw5p6anibw6OOTs96UQEAAAAgGvdd999GjNmjP7617/q2muv1ebNm/Xyyy/r5ZdfliSZTCbNmzdPjz76qM4//3z16tVLv//97xUTE6OrrrrKvY33ITkWq65+MVmZ+advpDNJCg8OUGl5pWxG7Wu4KHOIHrzsQhWXVerfKWla+PluLZ+TKL9Td8+3JJvd0MYzaltwTQlvEGUO0Qd3j9aUReuUV1Ihfz+T3r9rlEclAl5cc6DGTbSSVFph08YDJ9QvxlznVHmOxAx1jQDA+zFSxsc4asi8tO6gckvKFdsxVN29/E4KAAAAAC1n+PDh+uijj/TOO+9o4MCBeuSRR7Ro0SLdeOONznUefPBBzZ07V3feeaeGDx+uoqIiffHFFwoJ4VqiKRwjYnIsVhmGof/uyNKEJ9fUSMiEBvrr3TtHavX9ExR7apqy+q7h5k46X+2CA/R9ZoE+2dE6o1ZeXndQ29LzFBLgp5gOIWdtD+Bposwh+mD2GAX6m1RhM3TgRLG7m+T0zuZ0vfVNWo1ljZ2OjJEmAOAbTIZhGA2vhuosFosiIiJUUFDgUcPycyxWzVycrCPV7raI7Riql28equQDJ7mTAgAAAE3iqee/8FzsM6flWKzO4tYdwwLVPiRA6bmlda778BX9dMe43s7i32e7hntu1T499dVexUWGauX8CQoO8G+xNu/IyNeMF5NVaTf0+MxBmtg3irvz4ZUe/vh7/eebdE0Z0FUv3TzMbe3IsVj14XcZ2n20SB9vz5QkJV3QRQeOF+lIXqniI8NIeAKAD2jsOTDTl/mQFalZNRIykpSRV6rkAydrDXsFAAAAALQuR0LGUTcir6RCeSUVCg30k7+fn0rKK2WvZ5qyhq7hfj6ul978Jk1Hckv11jfpun1srxZpc3FZpX717nZV2g1dPiha1w6Lk8lk4poSXunW0T31n2/S9dWP2crIK3GOQnMlR/2Y6tOVPTClr+5J6qPjhWUkPAGgDWL6Mh8yLSFGEaGBzseNHf4KAAAAAGh5K1KzlJZbojOnp/jlJedr9f0TFNfANGVnExYUoPt+coEk6R+r9ur51fuUY7E2q705FqtueOUbHTpRrG4RIVp49WCZTC1frwZwlfO7tlfieZ1kN6T/fJPu8vfPsVh1zZKUGgmZqPbBmjU0ViaTienIAKCNIinjQ6LMIRrU/fSwKOb7BQAAAAD3mZYQo9DA09OKOW6cmzU01lm0++Er+jX5um3W0FjFR4aqoLRSf//fXs1aktLkxEyOxarLn12v1IwCSdIfruyviLDABl4FeL5bR/eUJL27JV3WCptL33tFapZzpJxDzqnRMQCAtoukjA8xDEO7jxVKkm4b05OEDAAAAAC4kcVaodJqncBn3jjX3Lvkc4vLVVJudz5Oyy3RFc9u0LH8qrvycyxWvbr+YIOJmuyCUk39x3qdKCqXJJkk/e2z3c0eeQN4gkn9uqp7h1Dll1RoxXbXJkMu6Nq+xmNmNAEASCRlfEpmfqlOFJUrwM+kh6ZeSEIGAAAAANzopbUHJUlJF3Ru1oiY+qxIzdLxorIay44Xleny5zbolXUHdM2SZD366a6zjqDJKbTqpn9u1snicucyQ1UJHu7mhy/w9zPp5tHxkqTXkw/LMM6cULB1WCts+st/f5QkhQVVjZhjRhMAgERSxqekHqkaZt6vm1kh1YbIAwAAAABcKyu/VB9vz5Qk/erSC1qlbsS0hBjFR4bJ36+q7otJkslUNYLmsc92Kz23asTMkbwSXbMk2ZmYybFY9cq6A3oj5bAmP7NO+3KKql5/qnwMd/PD11w3LE7BAX768ahF29LyXPKeT3yxR/tzitSlfbA+uiexVRKzAADvRFLGh2w/UnVikRAX4eaWAAAAAEDb9s8Nh1RhMzSqd6Qu7tGxVd7DUZcmtkOoJKlHZJhW35+kS/tF1VjPbkjpuaWatSRFf/1sl658boMe+2y3/rD8B+WXVGhgd7Pe/sVI9egYJom7+eF7OoYH6aqLukuS/rB8Z6tPzbdx/wn9a+MhSdIT1wxW3+j2rZKYBQB4pwB3NwAtxzFS5qK41jnhBwAAAAA0LK+4XO9sTpckzU46r1Xfy5GYWZGapWkJMYoyh+ivVw/S3uwUZeSVyF5tpqa03BK9vO5gjddHhAbqpZuGqnvHsFrbAXzJlQkxem/rEf14tFAzXkzWh/eMafH9PMdi1XtbjujNb9IkSTeN6qGJfaMaeBUAoK1hpIyPqLTZ9X2mIynDSBkAAAAAcJc3UtJUUm5T/25mjT+/c6u/X5Q5pMZd+FHmEH1w92jFnRr5Eh8ZpvfuHKXLBkbXem1BaYU+33mszu0AviLHYtXvPvre+Tgzv/SstZaa+h6zlqToqa/2KqewTHGRofrt5f1abPsAAN/BSBkfsS+nSKUVNrULDlDvzu3c3RwAAAAAaJNKyiv1enLVtEWzk/rI5CjU4mJ1jaDp1Tlcu7Isysgvlc1uyN/PpNgOodSOgc9bkZqltNwS52NDVSPHVqRm6Y5xvZu9fUdC5kje6feoqDRUZK1UWBBdbwCAmhgp4yNSj+RLkgbHRsjPzz0n/QAAAADQ1r235YjySioU3ylMU+sYmeJKdY2gqV6DhtoxaCumJcQoPjJM/mf0l/Tu0jI3tTqSPtWnCzxmsWpFalaLbB8A4FtIyviI1Ix8SVJCXAe3tgMAAAAA2qrMvBI989VeSdKd43srwN/zLrkdiZmHr+hHQgZtxpkJydBAf0nS7z76XieKypq9/WkJMQoP8nc+9vczKT4yjFFoAIA6ed4ZYjOtW7dOV155pWJiYmQymfTxxx/XeP62226TyWSq8XfZZZe5p7Et6Lv0fElSQmwHt7YDAAAAANqiHItV057fKIu1Un4maZwLask0FbVj0BZVT0h+eu9Y9e4crqMFVs19+ztV2uzN2vYPWRYVl9ucjxmFBgA4G59LyhQXFyshIUEvvPBCvetcdtllOnr0qPPvnXfecWELW15JeaX2ZhdKki7u0cG9jQEAAACANsZRT+JkcbmkqnoVN7+6uUWLiANoPkdCsneXdnrp5qEKD/JXysGT+tOKH/Tq+oNNOmaLyir1u4++lyTdMCKOUWgAgAb5XLWxqVOnaurUqWddJzg4WNHR7p3btyXtzLTIbkjR5hB15UcfAAAAAFyqVhFxo2WLiANoeed3ba+/z0rQ7Le+1X82pUuS3kxJO+eEyhNf7FZWgVVxkaF6+P/6KyzI57raAAAtzOdGyjTGmjVrFBUVpb59+2r27Nk6efLkWdcvKyuTxWKp8edJUo/kS5IS4iLc2xAAAAAAaIOmJcSoXfDpjljqSQDeYWh8R5lDTh+7R/JKNGtJSqNHzGw5nKs3v0mTJP1txmASMgCARmlzSZnLLrtMb7zxhlatWqXHH39ca9eu1dSpU2Wz2ep9zcKFCxUREeH8i4uLc2GLG/bNoaqkUp8u7dzcEgAAAABoe8yhgTJkOB9TTwLwDitSs2SxVjof26uNcjubHItVi9fs1/3vb5dhSNcOi1XieZ5bRwoA4FnaXAr/+uuvd/570KBBGjx4sPr06aM1a9Zo0qRJdb5mwYIFmj9/vvOxxWLxmMRMjsWqNXuOS5KWbcvQbWN6cuIPAAAAAC70vx+zVVxmU7Q5RLeP7amrLurOdRngBaYlxOjNlDRl5JXKZlQlVkMC/XTFoG71vsZRQ8oxZWFkeJB+d3l/l7QXAOAb2txImTP17t1bnTt31v79++tdJzg4WGazucafJ8ixWDVjcbJs9qoThxNF5ec0zBYAAAAA0HzLtmVIqrpb/s7xfUjIAF4iyhyipXePVmzHUEmSSZK1wu6ckuxMjoTMkbzTNaT8TVJZZf2zrwAAcKY2n5TJyMjQyZMn1a1b/XdBeKoVqVnKyCt1PrYZRqOG2QIAAAAAWka2xar1+6pmL5gxJNbNrQFwrhyJmYev6Kc/Tx8gSXpxzQF99v3RWusu356ptNwS2U/PVqjjReX0wwAAzonPJWWKioq0fft2bd++XZJ06NAhbd++Xenp6SoqKtIDDzygb775RocPH9aqVas0ffp0nXfeeZoyZYp7G94E0xJi1J5ikgAAAADgNh99lym7IQ3v2VE9O4e7uzkAmiDKHKI7xvXWLaN76o6xvSRJv16aqj3HCp3rFJRW6JuDuTVe52+iHwYAcO58rqbM1q1bNXHiROdjRy2YW2+9VYsXL9aOHTv073//W/n5+YqJidHkyZP1yCOPKDg42F1NbrIoc4giwwNVWFZVlI5ikgAAAADgOoZh6INTU5fNZJQM4BMemnqhdh2zaOP+k7r931t0/bA49Ysx608rflBGXqn8TVL70EDll1QotiP9MACAc+dzSZmkpCQZhlHv819++aULW9O6jhVYlZZbKpOk+T+5QNcNj+NEAAAAAABcZEdGgfbnFCkk0E+XD/a+KbEB1Bbg76fnfjpEl/9jvTLzSvXUV3udz8V2DNVzP71Y3TuEakVqlqYlxNAPAwA4Zz6XlGlLNu4/IUkaFBuhuZPOd3NrAAAAAKBtWfZt1SiZKQOiZQ4JdHNrALSUSptdJlPNZWFB/vr37SPUp0s7SdId43q7oWUAAF/gczVl2pKNB6qSMonndXZzSwAAAACgbSmrtGn59qri3tcMZeoywJesSM3S0QJrjWUl5TZ9vTvHTS0CAPgSkjJeyjAMJe8/KUlK7ENSBgAAAABcafWuHBWUVijaHKIxXJMBPmVaQoziI8Pk71c1XMbfz6T4yDBNS4hxc8sAAL6ApIyXOniiWMcsVgUF+GlYz47ubg4AAAAAtCkfbKuaumzGkO7OjlsAviHKHKKld49WbIdQSVJsh1AtvXs09WMAAC2CmjJeKvlUPZmhPToqJNDfza0BAAAAgLZjV5ZFq/dUTWM0k6nLAJ/kSMysSM3StIQYEjIAgBZDUsZLbdjvqCfTyc0tAQAAAIC2I8di1Q2vfiPDkIIC/NQ+mMtqwFdFmUN0x7je7m4GAMDHMH2ZF7LZDaUcOFVP5jzmLgYAAAAAV8ixWHX1i8nKK6mQJFXa7Jq1JEU5FmsDrwQAAACqkJTxQj9kFchirVT74AAN6h7h7uYAAAAAgFfIsVj16vqDTUqiGIahxz7bpcz8UucyuyGl5ZZoRWpWSzYTAAAAPoykjBfauL9qlMzI3p0U4M9/IQAAAAA0JMdi1awlKXr00121RrfUl6xxLN+XXai573yn5dtrJl/8/UyKjwzTtIQYl8QAAAAA78fkt17o691VBSUHx5rd3BIAAAAA8Dw5FmuN4tzH8kt11YvJyi6sSrqk55Zo8jPrdNeE3mofEqhnV+1TTmGZXtt4WG//YqTiO4U7kzhpuSVa+Nlu2QxD/n4m/XxsL32x85jSc0sU2yFUS+8eTQFwAAAANJrJMAzD3Y3wNhaLRRERESooKJDZ7NrESHpuscY/sUaSFBMRoo/nJHIBAAAAgFblzvNfeCd37jPVkymd2wVpWHxHrd13QqXltkZvIyTApEq7VGk/fbkc4GfSK7cM08QLo2olfQAAAIDGngMz95UXcVxcOGQXllFUEgAAAABOybFYNXNxstJySyRJJ4rK9cUP2Sott8kkyXRqPZOk8GB/9e4cXud2rJVGjYSMVJWgOXC8SJIUZQ7RHeN6k5ABAADAOSMp40VWpGYp21LmfGyzGxSVBAAAAIBTVqRm6Uheaa3lN4+K14bfTFSPyDBJUo/IMH19f5LevXOU4iPD5O9Xla7x9zMprmOoXr15qKLNwTq1mNoxAAAAaDEkZbzItIQYxUeGcWEAAAAAAHWo75pp7iXnqXvHMC29e7QevqKfsw5MlDlES+8erdgOoZKk2A6hWjZ7jC4dEK0VvxyruI5hzuXUjgEAAEBLoKZME3jK/MjxkWFcGAAAAKDVUVMG58rbrpnqqxFD7RgAAAA0VmPPgUnKNIG7L0q5MAAAAIArufv8F97H3fsM10wAAABwtcaeAwe4sE1oIY6ikgAAAACA2rhmAgAAgKeipgwAAAAAAAAAAIALkJQBAAAAAAAAAABwAZIyAAAAAAAAAAAALkBSBgAAAAAAAAAAwAVIygAAAAAAAAAAALgASRkAAAAAAAAAAAAXICkDAAAAAAAAAADgAiRlAAAAAAAAAAAAXICkDAAAAAAAAAAAgAuQlAEAAAAAAAAAAHCBAHc3wBsZhiFJslgsbm4JAAAA0Poc572O82CgIVwzAQAAoK1p7HUTSZkmKCwslCTFxcW5uSUAAACA6xQWFioiIsLdzYAX4JoJAAAAbVVD100mg9vdzpndbldWVpbat28vk8nk8ve3WCyKi4vTkSNHZDabXf7+7kLcxN0WEDdxtwXETdy+zhdjNgxDhYWFiomJkZ8fMyCjYVwzuRbx+jbi9V1tKVaJeH0d8fo24m2cxl43MVKmCfz8/BQbG+vuZshsNreJg+BMxN22EHfbQtxtC3G3LW0xbl+LmREyOBdcM7kH8fo24vVdbSlWiXh9HfH6NuJtWGOum7jNDQAAAAAAAAAAwAVIygAAAAAAAAAAALgASRkvFBwcrD/+8Y8KDg52d1NciriJuy0gbuJuC4ibuH1dW4wZ8DRt7TgkXt9GvL6rLcUqEa+vI17fRrwty2QYhtEqWwYAAAAAAAAAAIATI2UAAAAAAAAAAABcgKQMAAAAAAAAAACAC5CUAQAAAAAAAAAAcAGSMm5WUFCgESNGqF27dtq5c6ck6amnnlJiYqKmTJmio0ePSpK+/vprjR49WuPGjdO6deskSdnZ2Zo4caKSkpJ05ZVXqrS0tNb2L7nkEnXo0EH//e9/XRdUIzQn7oyMDF166aWaMGGCnnnmmXrf45133lGXLl1aP5hzsHnzZo0ePVrjx4/XT3/6U1VUVGjp0qUaM2aMJk2apIyMDEnS7t27NX78eI0ZM0arVq2SJBUXF2vGjBkaO3asnnjiiVrbTklJUVJSkpKSknTBBRfovvvuc2lsZ2pOrOvXr9eAAQMUHR1d57br2n8k1bl9d2rOZ/D5558rMTFRY8eO1W233Sa73V5r+556fDcnboe7775b11xzTb3v4WnHd3Nifv3113X++ecrKSlJN954Y61te9qxLTX//3jRokWaNGmSkpKSdOjQoVrbr2vf3rBhg8aMGaOxY8fq+++/b/0gz6I58Xvzb3dz4m4Lv93PPvusevbsWeO7y9t+uwFP1Zzj8JVXXtHIkSM1evRoPfnkk7W2Xd95pau5I8ZbbrlFXbp00fPPP9/6AZ5Fc2JvzDnz/PnzNX78eM2cOVOFhYUui6s+zYnXob5zZU/8XWlOvA2dJx8+fFhdunRxxnz8+HGXxVWX5v7fNnSOnJiYqAkTJigxMVE//vijS2I6m+bEu3jxYuf/W1RUlJYvX15r+55wTuyOGB966CHFxMTo17/+desHeBbNib0x1zy+9N3c0LWON38333XXXRozZoxGjRqlr776SlLD1zie9t3ssQy4VXl5uZGTk2Pceuutxvfff28cPXrUmDhxomG3241NmzYZs2fPNgzDMEaNGmXk5eUZRUVFxoQJEwzDMIynnnrKWLJkiWEYhvGXv/zFeOutt2ptPzMz0/jjH/9ofPLJJy6LqTGaE/ecOXOMlStXGoZhGFdeeaWRmZlZa/uVlZXG1VdfbVx88cUui6kxsrKyjJKSEsMwDOOhhx4yli5daowaNcooKyszNmzYYNx5552GYRjG1Vdfbezdu9coKCgwxowZYxiGYSxatMh45ZVXDMMwjClTphgZGRn1vs+tt95qrFmzppWjObvmxJqfn28UFxcbQ4cOrXPbZ+4/hmEYFRUVdW7fnZrzGZSVlTm3c+uttxrr16+vtX1PPb6bE7dhGMahQ4eMK6+80pg5c2ad2/fE47s5Mb/22mvGc88916j38YRj2zCaF+/WrVuN++6776zbr2vfHj9+vJGbm2ukpaUZU6dObaXIGqc58Xvzb3dz4m4Lv93Z2dnG/v37a3x3edtvN+CpmnMcHjx40LDb7YbdbjcSExON7OzsGtuu67zSHdwRY2Zm5jmdh7SW5sTe0Dnzli1bjJtuuskwDMN47733jMcff7y1w2lQc+I1jIbPlR085XelOfE2tH8eOnSowc/BlZoTa2POkR37+9dff238/Oc/b6UoGq+5+7LDgAEDjOLi4lrLPeGc2B0xHj161Fi9erVx//33t0JEjdec2Bu65vG17+bGXOs4eNt384EDBwzDMIzc3Fxj+PDhhmE0fI3jad/NnoqRMm4WGBhY447QtLQ0DRgwQCaTSUOGDNH69eslSZWVlerQoYPCw8NVWVmpEydOqF+/fsrPz5ck5eXlqXPnzrW2HxMT45I4zlVz4j5w4IAuuugiSdLgwYOVnJxca/vvvPOOZs2aJT8/z9rFu3XrptDQUElSUFCQ9uzZo379+ikoKEiJiYnasWOHJCkrK0vnn3++zGazIiMjdeLECSUnJ2vy5MmSpJ/85CdKSUmp8z3Ky8u1efNmjRs3zjVB1aM5sUZERCgsLKzebZ+5/0jSvn376ty+OzXnMwgKCpIkGYYhSerZs2et7Xvq8d2cuCXpiSee0P3331/v9j3x+G5uzC+++KLGjRund999t9738JRjW2pevMuXL1dpaakuueQSzZ07Vzabrdb2z9y3S0tL5e/vr44dO6pHjx7Kzc1t/SDPojnxe/Nvd3Pibgu/3VFRUfL396/xWm/77QY8VXOOw169eslkMslkMikwMLDWd0xd55Xu4I4YPeX3pjmxN3TOXP33Z8iQIc7ZF9ypOfFKDZ8rS571u9LceBs6T964caPGjRun3/72t879wF2aE2tjzpEd+3thYaEGDhzYytE0rLn/t5K0ZcsWDRgwoM7rf0/4jnJHjNHR0TKZTC0YRdM0J/aGrnl87bu5Mdc6knd+N/fu3VuSFBwc7NwvG3ON40nfzZ7Ks656oT59+mjr1q0qKyvTypUrnR1PwcHBSk9PV3Z2tnbu3Km8vDyNGDFC77zzjgYOHKgtW7Zo0qRJbm59051L3P3799fq1atVWVmpNWvWKC8vr8a2bDab3n//fV133XXuCKVR0tLS9L///U9jx46V2Wx2LneceFUfdh8REaHc3Fzl5eU513Usq8vKlSs1adIkj+nUakqsTVH986m+fU/Q1M/g9ddfV//+/XXy5EmP6Cw4V02J++DBg5Kk+Pj4Orfp6cd3U2K+6qqrtHPnTn322Wd6+umnndM3nsnTjm2pafFmZ2fLz89Pq1evVmhoqJYuXdrg+5x5fAcEBKi8vLwFI2mapsTvC7/dTYm7Lfx218Vbf7sBT9WU49Dho48+Up8+fepMhnuSthBjfZoa+9nOmfv37681a9bIMAytXLmy1u+POzUl3obOlR088XelKfE2dJ7crVs37d+/X+vWrVNOTo4+/PDDVmv/uWhKrI05Rz527JgSExN1zz33aMKECa3S9qZozvfW0qVLde2117Zm81pEW4ixPk2JvaFrHl/7bm7oWsfBm7+bFyxYoLlz50pq+BrHU7+bPY3n7AWQJHXu3FmzZ8/W5MmT9fnnn+vCCy+UJP3jH//Qz372M82ZM0eDBg1SdHS0nnzySc2bN087d+7U9OnT9fLLL+vtt99WUlJSg3fOeJpziXvBggV67733dPnllysuLk7R0dF6+umnlZSUpCeffFL/+c9/dO2113rUl1x1FotFN998s15//XV16dJFFovF+Zwj21697QUFBYqMjFSHDh2c6zqWVY/bYenSpZo1a5aLojm7psZal7pira7651N9++7WnM/gtttu065du9SjRw999NFHXnV8NzXuv/3tb3rggQdqbMtbju/mHNt+fn5q3769kpKStGvXLo8/tqXmxXvJJZdIkiZNmqQffvihwX37zOO7srLSeaeguzQ1fm//7W5q3G3ht7su3vjbDXiqph6HkpSamqrnnntOzz77rKSGzyvdpS3EWJ/mxH62c+ZBgwZp3Lhxmjhxog4ePFhvzUpXa2q8DZ0rO3ja70pzfkfPdp4cHBys8PBwmUwmzZgxQ6mpqa4I56yaE2tD58jR0dHauHGjli1bpgULFrRuII3UnGNXqqoLdfnll0uSx54Tt4UY69PU2Bu65vG17+aGrnUcvPW7+V//+pcqKyt10003SWr4GscTv5s9UYC7G4DabrnlFt1yyy1as2aN8y6noUOHatWqVTpx4oTuuecetW/fXoZhOJ/v3Lmzjh07ptmzZ+uGG25wZ/ObrLFxt2/fXh988IFsNpuuvfZaZ+Gw+fPnS5J+85vf6LvvvtN//vMf7du3T/fee6/z4sTdKisrdf311+uPf/yj+vbtq4qKCu3atUvl5eXaunWrBg8eLKkqq3zgwAFFRUUpNzdXnTt31pgxY7Ry5UrdfvvtWrlypV555RVdc801zrglqaKiQlu2bNE///lPd4Xo1JxY6zJ//vwasZ7p/PPPr3P77tScz6CsrEzBwcGSJLPZrLCwME2bNs0rju/mxH348GHNnj1bpaWl2rNnj1599dUa//eeenw3J2aLxSKz2SybzaZNmzbpnnvu0SWXXOKxx7bUvHgTExO1ZcsWzZw5U9u3b1fv3r11ww03nHXfDgsLU2VlpfLz81VYWFhv8tZVmhO/N/92N/d73dd/u+vibb/dgKdqznGYmZmpu+66Sx9++KFz6piGzivdoS3EWJ/mxN6Yc+YHH3xQDz74oF5//XWPmPKpOfE2dK4sed7vSnPibeg8ubCwUO3bt5ckrV+/Xv369XNJTPVpTqwNnSNXVFTI399ffn5+DU737SrNiVeStm7dqgEDBjinUGromsAd2kKM9WlO7I255vGl7+bOnTuf9VpH8t7v5pUrV2rZsmVavny587UNXeN42nezx3JbNRs4TZ061ejWrZsxatQo47XXXjOuu+46Y+LEicZtt93mLAS2cOFCIykpybj88sudRZbS0tKMCRMmGBMmTDAmTZpk5OTk1Nr2z372M6NXr15GQkKCsXDhQpfG1ZCmxv35558bSUlJxsSJE43PPvvsrO9RX6F4d3njjTeMyMhI5//bu+++a7z77rvG6NGjjYkTJxrp6emGYRjGDz/8YIwdO9YYPXq08b///c8wDMMoLCw0pk+fbiQmJtb7f/nZZ58Zc+fOdVk8Z9OcWH/88Udj0qRJRvv27Y1JkyYZ3377ba3tn7n/GIZR5/bdqTmfweLFi40JEyYY48ePN+644w7DZrPV2r6nHt/NiduhMYXhPOn4bk7Mf/rTn4yRI0caI0aMMJ555pk6t+9Jx7ZhNC/eyspK44477jAmTJhgzJgxw7BarbW2X9e+vXbtWmP06NHGmDFjjO3bt7su2Do0J35v/u1uTtxt4bf7nXfeMRITE42oqChj0qRJhs1m87rfbsBTNec4vP32243evXs7X7t79+5a26/rvNLV3BHjQw89ZPTv39/o27evMW/ePFeGW0NzYm/MOfOECROMSy65xJg3b55RWVnp6vBqaU68Dmc7V/a035XmxNvQefJnn31mDBkyxBg7dqxx8803GxUVFS6OrqbmxNrQOXJaWpoxbtw45/nUDz/84I4Qa2juvvzggw8ay5Ytq3f7nnBO7I4YFy1aZAwZMsTo0aOHcf3117d+kPVoTuyNuebxpe/mxlzreOt3c+/evY0hQ4YYEyZMMC677DLDMBrun/S072ZPZTIMqu0AAAAAAAAAAAC0Ns+cuBsAAAAAAAAAAMDHkJQBAAAAAAAAAABwAZIyAAAAAAAAAAAALkBSBgAAAAAAAAAAwAVIygAAAAAAAAAAALgASRkAgNdavXq1cnNzay0vLCxUUVGRG1oEAAAAAJ6DayYA8DwkZQAAHsHf31/9+vXTwIEDa/2Fh4frrbfeqrG+YRi67bbbtGLFCknSzp079cgjj0iSbr75Zr333nsujwEAAAAAWgvXTADgGwLc3QAAACQpMDBQ69evV+fOnWs9l5SUJLPZXGPZypUrFRQUpJtvvlmS9OGHHyo1NVWSNGPGDC1fvlw///nPW7/hAAAAAOACXDMBgG9gpAwAwCMEBwef9fnAwMAajx977DH96le/kr+/v2w2m15//XXNnj1bkjRt2jR9+eWXysjIaLX2AgAAAIArcc0EAL6BkTIAAI9gMpk0btw4+fv713ru0KFDNR4vX75ca9eu1S9/+UtJ0muvvabOnTvr0ksvlSR16NBBc+fO1YIFC/Tmm2+2fuMBAAAAoJVxzQQAvoGkDADAY5xtKL5DXl6e7r33Xud6hw8f1gMPPKDPP/+8xmt+97vf6cILL9R7772n6667rlXbDQAAAACuwDUTAHg/kjIAAI9QUVHRqPWWLl2qSZMmKTc3V9nZ2br00kt13nnn6ZJLLlFQUFCNdYcPH65f/OIXGj9+vLp169YazQYAAAAAl+CaCQB8AzVlAABuV1lZqZKSkkate+edd+qll16SJEVGRurBBx9UcnKyNm3apC5duig/P1/5+fmaOnWqrr/+eu3YsYOLCwAAAABejWsmAPAdjJQBALjdyZMnJUnDhg2r8/ljx47VeOwoYBkYGKg777zTuY2YmBjnOuXl5QoPD1fPnj1bocUAAAAA4DpcMwGA7yApAwBwu61btyouLk6HDx+u8/nq8yPXZ8OGDRoxYoTzsdVqVWhoaAu1EAAAAADch2smAPAdTF8GAHC7N998U1OmTDmn1xiG4fx3SUmJXn/9dV111VXOZRaLRe3atWupJgIAAACA23DNBAC+g5EyAAC32rx5s5YtW6atW7fWem7Pnj0qLCxUenq6goODazxXXl6u8vJyFRQU6LrrrtOIESOUmJioPXv26MiRI/r+++9rDM0HAAAAAG/ENRMA+BZGygAA3MZut+s3v/mN5s2bp4SEhFrPv/LKK0pMTFS3bt00ZMiQGs85LjBeffVVBQYG6rXXXpMkffnll5o7d65mz56tfv36uSQOAAAAAGgNXDMBgO8xGdXHMgIA4GLl5eUKCAiQn1/t+wQqKyvl7+8vk8l01m3Y7fY6Xw8AAAAA3o5rJgDwLSRlAAAAAAAAAAAAXIAUOQAAAAAAAAAAgAuQlAEAAAAAAAAAAHABkjIAAAAAAAAAAAAuQFIGAAAAAAAAAADABUjKAAAAAAAAAAAAuABJGQAAAAAAAAAAABcgKQMAAAAAAAAAAOACJGUAAAAAAAAAAABcgKQMAAAAAAAAAACAC/w/RfJERAuKtZMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多子图、分阶段沃尔玛每月平均股价折线图绘制\n",
    "plt.figure(figsize=(20, 10))\n",
    "multi_ds(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格', 10, '1972', '1982', 2, 2, 1)\n",
    "multi_ds(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格', 15, '1982', '1998', 2, 2, 2)\n",
    "multi_ds(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格', 15, '1998', '2012', 2, 2, 3)\n",
    "multi_ds(date_by_month, Adj_Close_monthly_value_list, '沃尔玛每月平均股价', '月份', '价格', 10, '2012', '2022', 2, 2, 4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "003a9958",
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_bar_chart_rate(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    plt.bar(reason, consequence)\n",
    "    plt.axhline(ls='--')\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(3))\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0d97d07b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 沃尔玛每年股价增长率柱状图\n",
    "draw_bar_chart_rate(date_by_year[1:], Adj_Close_yearly_value_growth_rate, '沃尔玛每年股价增长率柱状图', '年份', '增长率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a1b427c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sp_draw_bar_chart_rate(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(15, 4))\n",
    "    plt.bar(reason, consequence)\n",
    "    plt.axhline(ls='--')\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def draw_bar_chart(reason, consequence, tittle, xlabel, ylabel):\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    plt.bar(reason, consequence)\n",
    "    plt.axhline(ls='--')\n",
    "    plt.tick_params(axis='x', labelsize=6)\n",
    "    plt.gca().xaxis.set_major_locator(ticker.MultipleLocator(3))\n",
    "    plt.title(tittle, fontproperties='SimHei')\n",
    "    plt.xlabel(xlabel, fontproperties='SimHei')\n",
    "    plt.ylabel(ylabel, fontproperties='SimHei')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "bbb60a3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 排序后沃尔玛每月股价增长率柱状图\n",
    "growth_rate_by_year = sorted(zip(date_by_year[1:], Adj_Close_yearly_value_growth_rate), key=lambda x: x[1], reverse=True)\n",
    "rea, cos = [], []\n",
    "for item in growth_rate_by_year:\n",
    "    rea.append(str(item[0]))\n",
    "    cos.append(item[1])\n",
    "sp_draw_bar_chart_rate(rea, cos, '沃尔玛每年股价增长率柱状图', '年份', '增长率')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "35a33fce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 排序后沃尔玛每日股票成交量柱状图 部分\n",
    "rea, cos = [], []\n",
    "for item in sorted(volume_tuple, key=lambda x: x[1], reverse=True)[0:20]:\n",
    "    rea.append(str(item[0]))\n",
    "    cos.append(item[1])\n",
    "sp_draw_bar_chart_rate(rea, cos, '沃尔玛每日股票成交量柱状图', '天数', '增长率')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
